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-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/README.md18
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file1_introduction.py33
-rwxr-xr-xFSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file2_projections.py79
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file3_orthonormal.py335
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file4_Non_Standard_Basis.py69
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file5.gifbin0 -> 17680572 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file6.gifbin0 -> 6343293 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file7.gifbin0 -> 603223 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file8.gifbin0 -> 1027000 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/README.md30
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file10.gifbin0 -> 9471592 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file11.gifbin0 -> 52608896 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file12.gifbin0 -> 31583525 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file13.gifbin0 -> 3303032 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file14.gifbin0 -> 1389092 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file1_transformations.py73
-rwxr-xr-xFSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file2_before_matrix.py233
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file3_square.py246
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file4_Understand_Linear_Transformations_visually.py (renamed from FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file1_Understand_Linear_Transformations_visually.py)0
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file5_Uniform_Scaling.py (renamed from FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file2_Uniform_Scaling.py)0
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file6_Horizontal_Shear.py (renamed from FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file3_Horizontal_Shear.py)0
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file6_Horizontal_Shear_gif.gif (renamed from FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file3_Horizontal_Shear_gif.gif)bin1566999 -> 1566999 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file7_Vertical_Shear.py (renamed from FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file4_Vertical_Shear.py)0
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file7_Vertical_Shear_gif.gif (renamed from FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file4_Vertical_Shear_gif.gif)bin1347079 -> 1347079 bytes
-rwxr-xr-xFSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file8_linear_transformation.py27
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file9.gifbin0 -> 14973890 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/README.md15
-rwxr-xr-xFSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file1_orthogonal.py40
-rwxr-xr-xFSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file2_sum_of_projections_part1.py133
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file3_sum_of_projections_part2.py181
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file4.gifbin0 -> 1733367 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file5.gifbin0 -> 5430037 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file6.gifbin0 -> 21739496 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/README.md7
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/README.md30
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file10_Left_Null_Space_pSv8iio_d5Sy9qS.gifbin0 -> 1744023 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file11.gifbin0 -> 2669469 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file12.gifbin0 -> 14917563 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file13.gifbin0 -> 4257387 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file14.gifbin0 -> 28796385 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file15.gifbin0 -> 16130920 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file16.gifbin0 -> 15623398 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file17.gifbin0 -> 15546537 bytes
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file18_NOT_in_lecture_note_Column_Space.py30
-rwxr-xr-xFSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file1_Axb.py77
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file2_CSasImage.py169
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file3_solution.py77
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file4_null_space.py91
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file5_Row_Space_part_1.py68
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file6_Row_Space_part_2.py145
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file7_Row_space_Orthogonal_Complements.py150
-rwxr-xr-xFSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file8_Left_Null_Space.py26
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file9_left_null_space.py186
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/README.md9
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file.txt3
-rwxr-xr-xFSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file1_RN_Theorem.py97
-rw-r--r--FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file2.gifbin0 -> 34430418 bytes
57 files changed, 2674 insertions, 3 deletions
diff --git a/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/README.md b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/README.md
new file mode 100644
index 0000000..832aa5d
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/README.md
@@ -0,0 +1,18 @@
+# Contributer: Archit Sangal
+My Github Account : <a href="https://github.com/architsangal">architsangal</a> (https://github.com/architsangal)
+<br/></br>
+
+## Sub-Topics Covered:
++ Gramm-Schmidt Orthogonalization Process
+
+#### Video 1: Introduction to Gram-Schmidt Orthogonalization Process
+![GIF1](file7.gif)
+
+#### Video 2: Obtaining orthogonal vectors using projections
+![GIF2](file8.gif)
+
+#### Video 3: Visual Explanation of how Gram-Schmidt Orthogonalization Process give mutually orthonormal vectors
+![GIF3](file5.gif)
+
+#### Video 4: Example of Orthonormal Vectors which are different from standard basis
+![GIF4](file6.gif) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file1_introduction.py b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file1_introduction.py
new file mode 100644
index 0000000..ccd23c9
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file1_introduction.py
@@ -0,0 +1,33 @@
+from manimlib.imports import *
+
+class Orthonormal(Scene):
+ def construct(self):
+ Centre = DOWN
+ arrow_1 = Arrow(start = Centre+ORIGIN,end = Centre+1.414*(UP+RIGHT))
+ arrow_2 = Arrow(start = Centre+ORIGIN,end = Centre+2*UP)
+ arrow_1.scale(1.35)
+ arrow_2.scale(1.35)
+ text = TextMobject("This is a set of linearly independent vectors")
+ text.scale(0.75)
+ text.move_to(3*UP+3*LEFT)
+ text.set_color(PURPLE_E)
+ arrow_1.set_color(PURPLE_E)
+ arrow_2.set_color(PURPLE_E)
+ self.play(Write(text))
+ self.play(ShowCreation(arrow_1), ShowCreation(arrow_2))
+ self.wait(2)
+ text1 = TextMobject("After we apply Gram-Schmidt Orthogonalization Process to set of linearly independent vectors")
+ text1.scale(0.6)
+ text1.move_to(3*UP+2*LEFT)
+ text1.set_color(GREEN)
+ arrow_a = Arrow(start = Centre+ORIGIN,end = Centre+0.707*(UP+RIGHT))
+ arrow_a.set_color(GREEN)
+ arrow_a.scale(2)
+ self.play(Transform(text,text1))
+ self.wait(2)
+ self.play(Transform(arrow_1,arrow_a))
+ arrow_b = Arrow(start = Centre+ORIGIN,end = Centre+0.707*(UP+LEFT))
+ arrow_b.set_color(GREEN)
+ arrow_b.scale(2)
+ self.play(Transform(arrow_2,arrow_b))
+ self.wait(2) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file2_projections.py b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file2_projections.py
new file mode 100755
index 0000000..dd4b8d4
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file2_projections.py
@@ -0,0 +1,79 @@
+from manimlib.imports import *
+
+class Projections(GraphScene):
+ CONFIG = {
+ "x_min": -6,
+ "x_max": 6,
+ "y_min": -4,
+ "y_max": 4,
+ "graph_origin" : ORIGIN ,
+ }
+ def construct(self):
+
+ self.setup_axes(animate=True)
+
+ XTD = self.x_axis_width/(self.x_max-self.x_min)
+ YTD = self.y_axis_height/(self.y_max-self.y_min)
+
+ arrow_a = Arrow(start = ORIGIN, end = 4*XTD*RIGHT)
+ arrow_a.scale(1.2)
+ arrow_a.set_color(DARK_BLUE)
+ arrow_b = Arrow(start = ORIGIN, end = 2*YTD*UP+2*XTD*RIGHT)
+ arrow_b.scale(1.3)
+ arrow_b.set_color(DARK_BLUE)
+ self.play(ShowCreation(arrow_a), ShowCreation(arrow_b))
+
+ text = TextMobject(r"Consider 2 linearly independent vectors $a$ and $b$")
+ text.set_color(DARK_BLUE)
+ text.scale(0.6)
+ text.move_to(3*YTD*UP+5*XTD*LEFT)
+ text_a = TextMobject("a")
+ text_a.move_to(0.4*YTD*DOWN+3*XTD*RIGHT)
+ text_a.set_color(DARK_BLUE)
+ text_b = TextMobject("b")
+ text_b.move_to(1.5*YTD*UP+RIGHT*XTD)
+ text_b.set_color(DARK_BLUE)
+
+ self.play(Write(text),Write(text_a), Write(text_b))
+ self.wait()
+
+ arrow_b_copy = Arrow(start = ORIGIN, end = 2*YTD*UP+2*XTD*RIGHT)
+ arrow_b_copy.scale(1.25)
+
+ arrow_p = Arrow(start = ORIGIN, end = 2*XTD*RIGHT)
+ arrow_p.scale(1.5)
+ arrow_p.set_color(GOLD_E)
+
+ text_p = TextMobject("p")
+ text_p.move_to(0.25*DOWN+RIGHT)
+ text_p.set_color(GOLD_E)
+
+ self.play(FadeOut(text), Transform(arrow_b_copy,arrow_p), FadeOut(text_a), FadeOut(text_b))
+ text = TextMobject(r"$p$ is the projection of $b$ on $a$")
+ text.set_color(GOLD_E)
+ text.move_to(3*UP+4*LEFT)
+ text.scale(0.8)
+ self.play(Write(text),Write(text_p))
+ self.wait()
+
+ self.play(FadeIn(text_a), FadeIn(text_b))
+
+ arrow_o = Arrow(start = 2*XTD*RIGHT, end = 2*YTD*UP+2*XTD*RIGHT)
+ arrow_o.scale(1.5)
+ arrow_o.set_color(GREEN_E)
+
+ text_o = TextMobject("b-p")
+ text_o.move_to(UP*YTD+2.7*XTD*RIGHT)
+ text_o.set_color(GREEN_E)
+
+ self.play(ShowCreation(arrow_o))
+ self.play(FadeOut(text),Write(text_o))
+
+ text = TextMobject(r"Observe, ($b-p$) is orthogonal to $a$")
+ text.set_color(GREEN_E)
+ text.move_to(2*DOWN+4*LEFT)
+ text.scale(0.8)
+ self.play(Write(text))
+ self.wait(2)
+
+ self.play(FadeOut(self.axes), FadeOut(arrow_a), FadeOut(arrow_b), FadeOut(arrow_b_copy), FadeOut(arrow_o), FadeOut(text_a), FadeOut(text_b), FadeOut(text_o), FadeOut(text_p), FadeOut(text)) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file3_orthonormal.py b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file3_orthonormal.py
new file mode 100644
index 0000000..a74b641
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file3_orthonormal.py
@@ -0,0 +1,335 @@
+from manimlib.imports import *
+
+class Algo(ThreeDScene):
+ def construct(self):
+
+ axes = ThreeDAxes(x_min = -5,x_max=5,y_min=-3,y_max=3,z_min=-4,z_max=4)
+ self.play(ShowCreation(axes))
+
+ text = TextMobject(r"This is the vector $\beta_1 =\left[\begin{array}{c} 4\\0\\0 \end{array}\right]$")
+ text.set_color(GREEN)
+ text.scale(0.6)
+ text.move_to(3*UP+5*LEFT)
+ self.play(Write(text))
+
+ arrow_a = Arrow(start = ORIGIN, end = 4*RIGHT)
+ arrow_a.set_color(GREEN)
+ arrow_a.scale(1.15)
+ self.play(ShowCreation(arrow_a))
+
+ text_a = TextMobject(r"$\beta_1$")
+ text_a.move_to(0.4*DOWN+3*RIGHT)
+ text_a.set_color(GREEN)
+ text_a.scale(0.75)
+ self.play(Write(text_a))
+ self.wait()
+ self.play(FadeOut(text))
+
+ text = TextMobject(r"Normalize $\beta_1$ to get $\alpha_1$")
+ text.set_color(DARK_BLUE)
+ text.scale(0.75)
+ text.move_to(3*UP+5*LEFT)
+ self.play(Write(text))
+
+ alpha_1 = Arrow(start = ORIGIN,end = RIGHT)
+ alpha_1.scale(1.9)
+ alpha_1.set_color(DARK_BLUE)
+ text_alpha_1 = TextMobject(r"$\alpha_1$")
+ text_alpha_1.move_to(0.4*DOWN+RIGHT)
+ text_alpha_1.set_color(DARK_BLUE)
+ text_alpha_1.scale(0.75)
+ self.play(Transform(text_a,text_alpha_1), Transform(arrow_a,alpha_1))
+ self.wait()
+ self.play(FadeOut(text))
+
+ text = TextMobject(r"Consider another vector $\beta_2=\left[\begin{array}{c} 2\\2\\0 \end{array}\right]$")
+ text1 = TextMobject(r"which is linearly independent to $\beta_1$")
+ text.set_color(GREEN)
+ text1.set_color(GREEN)
+ text.scale(0.6)
+ text1.scale(0.6)
+ text.move_to(3*UP+4*LEFT)
+ text1.move_to(2*UP+4*LEFT)
+ self.play(Write(text))
+ self.play(Write(text1))
+
+ arrow_b = Arrow(start = ORIGIN, end = 2*UP+2*RIGHT)
+ arrow_b.scale(1.2)
+ arrow_b.set_color(GREEN)
+ text_b = TextMobject(r"$\beta_2$")
+ text_b.move_to(1.5*UP+RIGHT)
+ text_b.set_color(GREEN)
+ text_b.scale(0.75)
+
+ self.play(ShowCreation(arrow_b), Write(text_b))
+ self.wait()
+
+ arrow_b_copy = Arrow(start = ORIGIN, end = 2*UP+2*RIGHT)
+ arrow_b_copy.scale(1.2)
+
+ arrow_p = Arrow(start = ORIGIN, end = 2*RIGHT)
+ arrow_p.scale(1.35)
+ arrow_p.set_color(GOLD_E)
+
+ text_p = TextMobject("p")
+ text_p.move_to(0.25*DOWN+RIGHT)
+ text_p.set_color(GOLD_E)
+
+ self.play(FadeOut(text), FadeOut(text1), Transform(arrow_b_copy,arrow_p), FadeOut(text_a), FadeOut(text_b))
+ text = TextMobject(r"$p$ is the projection of $\beta_2$ on $\alpha_1$")
+ text.set_color(GOLD_E)
+ text.move_to(3*UP+4*LEFT)
+ text.scale(0.8)
+ self.play(Write(text),Write(text_p))
+ self.wait()
+
+ self.play(FadeIn(text_b))
+
+ arrow_o = Arrow(start = 2*RIGHT, end = 2*UP+2*RIGHT)
+ arrow_o.scale(1.35)
+ arrow_o.set_color(PURPLE_E)
+
+ text_o = TextMobject(r"$\beta_2-p$")
+ text_o.move_to(UP+2.7*RIGHT)
+ text_o.scale(0.75)
+ text_o.set_color(PURPLE_E)
+
+ self.play(ShowCreation(arrow_o))
+ self.play(FadeOut(text),Write(text_o))
+
+ text = TextMobject(r"$\beta_2-p$ is orthogonal to p")
+ text1 = TextMobject(r"(and hence orthogonal to $\alpha_1$ also)")
+ text.set_color(PURPLE_E)
+ text1.set_color(PURPLE_E)
+ text.scale(0.7)
+ text1.scale(0.7)
+ text.move_to(3*UP+4*LEFT)
+ text1.move_to(2.5*UP+4*LEFT)
+ self.play(Write(text))
+ self.play(Write(text1))
+ self.wait(2)
+
+ self.play(FadeOut(text_p), FadeIn(arrow_a), FadeOut(text), FadeOut(text1), FadeOut(arrow_b_copy), FadeOut(arrow_p), FadeOut(text_b), FadeOut(arrow_b))
+ self.play(ApplyMethod(arrow_o.move_to,UP), ApplyMethod(text_o.move_to,RIGHT+UP))
+
+ text = TextMobject(r"Now, Normalize $\beta_2-p$")
+ text.set_color(DARK_BLUE)
+ text.scale(0.6)
+ text.move_to(3*UP+4*LEFT)
+ self.play(Write(text))
+
+ alpha_2 = Arrow(start = ORIGIN,end = UP)
+ alpha_2.scale(1.9)
+ alpha_2.set_color(DARK_BLUE)
+ text_alpha_2 = TextMobject(r"$\alpha_2$")
+ text_alpha_2.move_to(0.4*LEFT+UP)
+ text_alpha_2.set_color(DARK_BLUE)
+ text_alpha_2.scale(0.75)
+ self.play(Transform(text_o,text_alpha_2), Transform(arrow_o,alpha_2), FadeIn(text_a))
+ self.wait()
+ self.play(FadeOut(text),FadeOut(text_a),FadeOut(text_o))
+
+ self.add(axes)
+ #############################################################################
+ axis = TextMobject(r"$\alpha_1$",r"$\alpha_2$",r"$\alpha_3$",r"$\beta_3$",r"$\alpha_3$",r"$\alpha_3$",r"$\alpha_3$",r"$\alpha_3$")
+ axis.scale(0.5)
+ axis[0].move_to(0.5*RIGHT+[0,0,-0.5])
+ axis[1].move_to(0.5*UP+[0,0,-0.5])
+ axis[2].move_to(np.array([0,0,0.5]))
+ axis[3].move_to(np.array([1,1,1.5]))
+ self.add_fixed_orientation_mobjects(axis[0])
+ self.add_fixed_orientation_mobjects(axis[1])
+ #############################################################################
+
+ self.move_camera(phi=70*DEGREES,theta=30*DEGREES,run_time=3)
+ xy_plane = Polygon(5*RIGHT+3*UP,-5*RIGHT+3*UP,-5*RIGHT-3*UP,5*RIGHT-3*UP)
+ xy_plane.set_color("#333333")
+ xy_plane.set_fill("#333333")
+ xy_plane.set_opacity(1)
+ xy_plane.fade(0.7)
+ self.play(ShowCreation(xy_plane))
+
+ #self.begin_ambient_camera_rotation(rate=0.1)
+
+ line1 = Line(start = ORIGIN,end = 1*RIGHT)
+ line1.set_color(DARK_BLUE)
+ tip1 = Polygon(RIGHT,0.8*RIGHT-0.2*DOWN,0.8*RIGHT-0.2*UP)
+ tip1.set_opacity(1)
+ tip1.set_fill(DARK_BLUE)
+ tip1.set_color(DARK_BLUE)
+
+ arrow2 = Line(start = ORIGIN,end = 1*UP)
+ arrow2.set_color(DARK_BLUE)
+ tip2 = Polygon(UP,0.8*UP-0.2*RIGHT,0.8*UP-0.2*LEFT)
+ tip2.set_opacity(1)
+ tip2.set_fill(DARK_BLUE)
+ tip2.set_color(DARK_BLUE)
+ arrow2.set_color(DARK_BLUE)
+
+ self.play(ShowCreation(line1), ShowCreation(tip1), ShowCreation(arrow2), ShowCreation(tip2), FadeOut(arrow_a), FadeOut(arrow_o))
+ self.wait()
+
+ a_line = Line(start = ORIGIN,end = 2*UP+2*RIGHT+[0,0,2])
+ a_line.set_color(GOLD_E)
+ a_tip = Polygon(2*UP+2*RIGHT+[0,0,2],2*UP+1.6*RIGHT+[0,0,1.8],1.6*UP+2*RIGHT+[0,0,1.8])
+ a_tip.set_opacity(1)
+ a_tip.set_fill(GOLD_E)
+ a_tip.set_color(GOLD_E)
+
+ a_line_c1 = Line(start = ORIGIN,end = 2*UP+2*RIGHT+[0,0,2])
+ a_line_c1.set_color(GOLD_E)
+ a_tip_c1 = Polygon(2*UP+2*RIGHT+[0,0,2],2*UP+1.6*RIGHT+[0,0,1.8],1.6*UP+2*RIGHT+[0,0,1.8])
+ a_tip_c1.set_opacity(1)
+ a_tip_c1.set_fill(GOLD_E)
+ a_tip_c1.set_color(GOLD_E)
+
+ self.play(ShowCreation(a_line), ShowCreation(a_tip), ShowCreation(a_line_c1), ShowCreation(a_tip_c1))
+
+ text = TextMobject(r"Now, we have a vector $\beta_3=\left[\begin{array}{c} 2\\2\\2 \end{array}\right]$")
+ text.set_color(GOLD_E)
+ text.scale(0.7)
+ self.add_fixed_in_frame_mobjects(text)
+ self.add_fixed_orientation_mobjects(axis[3])
+ text.move_to(3*(DOWN+RIGHT))
+ self.play(Write(text))
+ self.wait()
+ self.play(FadeOut(text))
+
+ p_line1 = Line(start = ORIGIN,end = 2*RIGHT)
+ p_line1.set_color(GOLD_E)
+ p_tip1 = Polygon(2*RIGHT,1.8*RIGHT+0.2*DOWN,1.8*RIGHT+0.2*UP)
+
+ p_tip1.set_opacity(1)
+ p_tip1.set_fill(GOLD_E)
+ p_tip1.set_color(GOLD_E)
+
+ self.play(Transform(a_line_c1,p_line1),Transform(a_tip_c1,p_tip1))
+
+ text = TextMobject(r"Take projection of $\beta_3$ on $\alpha_1$")
+ text.scale(0.6)
+ text.set_color(GOLD_E)
+ self.add_fixed_in_frame_mobjects(text)
+ text.move_to(3*(DOWN+RIGHT))
+ self.play(Write(text))
+ self.begin_ambient_camera_rotation(rate=0.05)
+ self.wait()
+ self.play(FadeOut(text))
+
+ o_line1 = Line(start = 2*RIGHT,end = 2*UP+2*RIGHT+[0,0,2])
+ o_line1.set_color(GREEN_E)
+ o_tip1 = Polygon(2*UP+2*RIGHT+[0,0,2],1.8*UP+2*RIGHT+[0,0,1.8]+0.2*RIGHT,1.8*UP+2*RIGHT+[0,0,1.8]-0.2*RIGHT)
+ o_tip1.set_opacity(1)
+ o_tip1.set_fill(GREEN_E)
+ o_tip1.set_color(GREEN_E)
+
+ a_line1 = Line(start = ORIGIN,end = 2*UP+[0,0,2])
+ a_line1.set_color(GREEN_E)
+ a_tip1 = Polygon(2*UP+[0,0,2],1.8*UP+[0,0,1.8]+0.2*RIGHT,1.8*UP+[0,0,1.8]-0.2*RIGHT)
+ a_tip1.set_opacity(1)
+ a_tip1.set_fill(GREEN_E)
+ a_tip1.set_color(GREEN_E)
+
+ a_line1_c1 = Line(start = ORIGIN,end = 2*UP+[0,0,2])
+ a_line1_c1.set_color(GREEN_E)
+ a_tip1_c1 = Polygon(2*UP+[0,0,2],1.8*UP+[0,0,1.8]+0.2*RIGHT,1.8*UP+[0,0,1.8]-0.2*RIGHT)
+ a_tip1_c1.set_opacity(1)
+ a_tip1_c1.set_fill(GREEN_E)
+ a_tip1_c1.set_color(GREEN_E)
+
+ text = TextMobject(r"$\beta_3$-(projection of $\beta_3$ on $\alpha_1$)")
+ text.set_color(GREEN_E)
+ text.scale(0.6)
+ self.add_fixed_in_frame_mobjects(text)
+ text.move_to(3*(DOWN+RIGHT))
+ self.play(Write(text))
+
+ self.play(ShowCreation(o_line1), ShowCreation(o_tip1))
+ self.wait(2)
+ self.play(FadeOut(a_line_c1), FadeOut(a_tip_c1),
+ FadeOut(a_line), FadeOut(a_tip), FadeOut(axis[3]),
+ Transform(o_line1,a_line1), Transform(o_tip1,a_tip1))
+
+ self.wait()
+ self.play(FadeOut(text))
+
+ p_arrow2 = Line(start = ORIGIN,end = 2*UP)
+ p_arrow2.set_color(GOLD_E)
+ p_tip2 = Polygon(2*UP,1.8*UP+0.2*RIGHT,1.8*UP+0.2*LEFT)
+ p_tip2.set_opacity(1)
+ p_tip2.set_fill(GOLD_E)
+ p_tip2.set_color(GOLD_E)
+ p_arrow2.set_color(GOLD_E)
+
+ last_a = Line(start = 2*UP,end = [0,2,2])
+ last_a.set_color(PURPLE_E)
+ last_a_tip = Polygon([0,0,2],[0,0,1.8]+0.2*RIGHT,[0,0,1.8]+0.2*LEFT)
+ last_a_tip.move_to([0,2,2])
+ last_a_tip.set_opacity(1)
+ last_a_tip.set_fill(PURPLE_E)
+ last_a_tip.set_color(PURPLE_E)
+
+ self.wait(5)
+ text = TextMobject(r"Take projection on $\alpha_2$")
+ text.scale(0.6)
+ text.set_color(GOLD_E)
+ self.add_fixed_in_frame_mobjects(text)
+ text.move_to(3*(DOWN+RIGHT))
+ self.play(Write(text))
+ self.play(Transform(a_line1_c1,p_arrow2),Transform(a_tip1_c1,p_tip2))
+ self.wait()
+ self.play(FadeOut(text))
+
+ text = TextMobject(r"$\beta_3$-(projection of $\beta_3$ on $\alpha_1$ + projection of $\beta_3$ on $\alpha_2$)")
+ text.set_color(PURPLE_E)
+ text.scale(0.6)
+ self.add_fixed_in_frame_mobjects(text)
+ text.move_to(3*DOWN+3.5*RIGHT)
+ self.play(Write(text))
+ #self.play(ShowCreation(o_line1), ShowCreation(o_tip1))
+ self.wait(2)
+ self.play(ShowCreation(last_a_tip), ShowCreation(last_a))
+ self.wait()
+ self.play(FadeOut(text))
+
+ larrow3 = Line(start = ORIGIN,end = [0,0,2])
+ larrow3.set_color(PURPLE_E)
+ ltip3 = Polygon([0,0,2],[0,0,1.8]+0.2*RIGHT,[0,0,1.8]+0.2*LEFT)
+ ltip3.set_opacity(1)
+ ltip3.set_fill(PURPLE_E)
+ ltip3.set_color(PURPLE_E)
+ self.wait()
+ self.play(FadeOut(o_line1), FadeOut(o_tip1), FadeOut(a_line1_c1), FadeOut(a_tip1_c1), Transform(last_a,larrow3), Transform(last_a_tip,ltip3))
+
+ text = TextMobject(r"Normalize, the vector")
+ text1 = TextMobject(r"$\beta_3$-(projection of $\beta_3$ on $\alpha_1$ + projection of $\beta_3$ on $\alpha_2)$")
+ text.set_color(PURPLE_E)
+ text1.set_color(PURPLE_E)
+ text.scale(0.55)
+ text1.scale(0.55)
+ self.add_fixed_in_frame_mobjects(text)
+ text.move_to(3*DOWN+3*RIGHT)
+ text1.move_to(3.5*DOWN+3.25*RIGHT)
+ self.play(Write(text))
+ self.add_fixed_in_frame_mobjects(text1)
+ self.play(Write(text1))
+
+ arrow3 = Line(start = ORIGIN,end = [0,0,1])
+ arrow3.set_color(DARK_BLUE)
+ tip3 = Polygon([0,0,1],[0,0,0.8]-0.2*RIGHT,[0,0,0.8]-0.2*LEFT)
+ tip3.set_opacity(1)
+ tip3.set_fill(DARK_BLUE)
+ tip3.set_color(DARK_BLUE)
+ self.play(Transform(last_a,arrow3), Transform(last_a_tip,tip3))
+ self.add_fixed_orientation_mobjects(axis[2])
+
+ self.wait()
+ self.play(FadeOut(text),FadeOut(text1))
+
+ text = TextMobject(r"These are the three orthonormal vectors $\alpha_1, \alpha_2, \alpha_3$")
+ text.set_color(DARK_BLUE)
+ self.add_fixed_in_frame_mobjects(text)
+ text.scale(0.6)
+ text.move_to(3*DOWN+3.5*RIGHT)
+ self.play(Write(text))
+
+ self.wait(8)
diff --git a/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file4_Non_Standard_Basis.py b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file4_Non_Standard_Basis.py
new file mode 100644
index 0000000..1d23aa2
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file4_Non_Standard_Basis.py
@@ -0,0 +1,69 @@
+from manimlib.imports import *
+
+class NSB(ThreeDScene):
+ def construct(self):
+
+ line1 = Line(start = ORIGIN,end = 1*RIGHT)
+ line1.set_color(DARK_BLUE)
+ tip1 = Polygon(RIGHT,0.9*RIGHT-0.1*DOWN,0.9*RIGHT-0.1*UP)
+ tip1.set_opacity(1)
+ tip1.set_fill(DARK_BLUE)
+ tip1.set_color(DARK_BLUE)
+
+ arrow2 = Line(start = ORIGIN,end = 1*UP)
+ arrow2.set_color(DARK_BLUE)
+ tip2 = Polygon(UP,0.9*UP-0.1*RIGHT,0.9*UP-0.1*LEFT)
+ tip2.set_opacity(1)
+ tip2.set_fill(DARK_BLUE)
+ tip2.set_color(DARK_BLUE)
+ arrow2.set_color(DARK_BLUE)
+
+ arrow3 = Line(start = ORIGIN,end = [0,0,1])
+ arrow3.set_color(DARK_BLUE)
+ tip3 = Polygon([0,0,1],[0,0,0.9]-0.1*RIGHT,[0,0,0.9]-0.1*LEFT)
+ tip3.set_opacity(1)
+ tip3.set_fill(DARK_BLUE)
+ tip3.set_color(DARK_BLUE)
+
+ axes = ThreeDAxes(x_min = -3,x_max=3,y_min=-3,y_max=3,z_min=-3,z_max=3)
+ self.play(ShowCreation(axes))
+ self.move_camera(phi=70*DEGREES,theta=0*DEGREES,run_time=3)
+ self.begin_ambient_camera_rotation(rate=0.2)
+
+ #matrix = [[1,0,0],[0,1,0],[0,0,1]]
+ matrix = [[0.70710678118,-0.57735026919,-0.57735026919],[0.70710678118,0.57735026919,0.57735026919],[0,-0.57735026919,0.57735026919]]
+ matrix1 = [[0.70710678118,0,0],[0.70710678118,1,0],[0,0,1]]
+
+ matrix1 = [[0.70710678118,-0.70710678118,0],[0.70710678118,0.70710678118,0],[0,0,1]]
+ matrix2 = [[1,0,0],[0,0.70710678118,0.70710678118],[0,-0.70710678118,0.70710678118]]
+
+
+ line1.apply_matrix(matrix1)
+ tip1.apply_matrix(matrix1)
+ arrow2.apply_matrix(matrix1)
+ tip2.apply_matrix(matrix1)
+ arrow3.apply_matrix(matrix1)
+ tip3.apply_matrix(matrix1)
+
+ line1.apply_matrix(matrix2)
+ tip1.apply_matrix(matrix2)
+ arrow2.apply_matrix(matrix2)
+ tip2.apply_matrix(matrix2)
+ arrow3.apply_matrix(matrix2)
+ tip3.apply_matrix(matrix2)
+
+ self.play(ShowCreation(line1),
+ ShowCreation(tip1),
+ ShowCreation(arrow2),
+ ShowCreation(tip2),
+ ShowCreation(arrow3),
+ ShowCreation(tip3))
+
+ text = TextMobject(r"This is also a set of Orthonormal Vectors")
+ text.set_color(DARK_BLUE)
+ self.add_fixed_in_frame_mobjects(text)
+ text.scale(0.6)
+ text.move_to(3*DOWN+3.5*RIGHT)
+ self.play(Write(text))
+
+ self.wait(22)
diff --git a/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file5.gif b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file5.gif
new file mode 100644
index 0000000..cdc0f2d
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file5.gif
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diff --git a/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file6.gif b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file6.gif
new file mode 100644
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+++ b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file6.gif
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diff --git a/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file7.gif b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file7.gif
new file mode 100644
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+++ b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file7.gif
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diff --git a/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file8.gif b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file8.gif
new file mode 100644
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+++ b/FSF-2020/linear-algebra/linear-transformations/Gram-Schmidt-Orthonormalization-Process/file8.gif
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diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/README.md b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/README.md
new file mode 100644
index 0000000..2a46424
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/README.md
@@ -0,0 +1,30 @@
+# Contributer: Archit Sangal
+My Github Account : <a href="https://github.com/architsangal">architsangal</a> (https://github.com/architsangal)
+<br/></br>
+
+## Sub-Topics Covered:
++ Linear Transformations (Linear Maps)
+
+#### Video 1: Visually understanding linear transformation(using grid)
+![GIF1](file12.gif)
+
+#### Video 2: Linear Transformation when form 1 is given
+![GIF2](file11.gif)
+
+#### Video 3: Matrix Representation Of Linear Transformation
+![GIF3](file9.gif)
+
+#### Video 4: Understand Linear Transformations visually
+![GIF4](file13.gif)
+
+#### Video 5: Uniform Scaling
+![GIF5](file14.gif)
+
+#### Fig.1 Horizontal Shear
+![GIF6](file6_Horizontal_Shear_gif.gif)
+
+#### Fig.2 Vertical Shear
+![GIF7](file7_Vertical_Shear_gif.gif)
+
+#### Video 6: Rotation by an angle of in anticlockwise direction
+![GIF8](file10.gif) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file10.gif b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file10.gif
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+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file10.gif
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diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file11.gif b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file11.gif
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index 0000000..d8c64b7
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+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file11.gif
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diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file12.gif b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file12.gif
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+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file12.gif
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diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file13.gif b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file13.gif
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+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file13.gif
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diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file14.gif b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file14.gif
new file mode 100644
index 0000000..fd9bc7b
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+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file14.gif
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diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file1_transformations.py b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file1_transformations.py
new file mode 100644
index 0000000..0182bd9
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file1_transformations.py
@@ -0,0 +1,73 @@
+from manimlib.imports import *
+
+class text(Scene):
+ def construct(self):
+ text1 = TextMobject("For a grid, undergoing a linear transformation, all its straight lines")
+ text1.scale(0.9)
+ text2 = TextMobject("must either remain straight lines or sends to a point in the grid formed")
+ text2.scale(0.9)
+ text3 = TextMobject("Origin must remain where it was before transformation.")
+ text3.scale(0.9)
+ text1.move_to(ORIGIN+UP)
+ text2.move_to(ORIGIN)
+ text3.move_to(ORIGIN+DOWN)
+ self.play(Write(text1))
+ self.play(Write(text2))
+ self.play(Write(text3))
+ self.wait()
+ self.play(FadeOut(text1),FadeOut(text2),FadeOut(text3))
+
+class LinearTransformation(LinearTransformationScene):
+ CONFIG = {
+ "basis_vector_stroke_width": 3,
+ "leave_ghost_vectors": True,
+ }
+
+ def construct(self):
+ self.setup()
+ matrix = [[0.866,-0.5],[0.5,0.866]]
+ self.apply_matrix(matrix)
+ text = TextMobject("This is a Linear","Trasformation")
+ text[0].move_to(DOWN+4*LEFT)
+ text[1].move_to(1.5*DOWN+4*LEFT)
+ text.add_background_rectangle()
+ self.play(Write(text))
+ self.wait()
+
+class NonLinearTransformation(Scene):
+ def construct(self):
+ grid = NumberPlane()
+ self.play(ShowCreation(grid),run_time =2)
+ # I have taken reference from purusharth's code
+ NonLinearTrans = lambda coordinates : coordinates + np.array([np.sin(coordinates[1]),np.sin(coordinates[0]),0,])
+ grid.prepare_for_nonlinear_transform()
+ self.play(grid.apply_function,NonLinearTrans)
+ text = TextMobject("While, this is not a","Linear Trasformation")
+ text[0].move_to(DOWN+4*LEFT)
+ text[1].move_to(1.5*DOWN+4*LEFT)
+ text.add_background_rectangle()
+ self.play(Write(text))
+ self.wait()
+
+class MoveOrigin(LinearTransformationScene):
+
+ CONFIG = {
+ "show_basis_vectors": False,
+ }
+ def construct(self):
+ self.wait()
+
+ dot = Dot(ORIGIN, color = YELLOW)
+ self.add_transformable_mobject(dot)
+ self.apply_nonlinear_transformation(self.func)
+ text = TextMobject("This is also not a linear transformation as the origin moves from its original position")
+ text.move_to(2*DOWN)
+ text.scale(0.5)
+ text.set_color(YELLOW)
+ text.add_background_rectangle()
+ self.play(Write(text))
+ self.wait()
+
+ def func(self, point):
+ matrix_transform = self.get_matrix_transformation([[1, -1], [1, 1]])
+ return matrix_transform(point) + UP+ RIGHT
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file2_before_matrix.py b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file2_before_matrix.py
new file mode 100755
index 0000000..1f6badd
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file2_before_matrix.py
@@ -0,0 +1,233 @@
+from manimlib.imports import *
+
+class Linear(GraphScene):
+
+ CONFIG = {
+ "x_min": -5,
+ "x_max": 5,
+ "y_min": -5,
+ "y_max": 5,
+ "graph_origin": ORIGIN,
+ "x_labeled_nums": list(range(-5, 6)),
+ "y_labeled_nums": list(range(-5, 6)),
+ "x_axis_width": 7,
+ "y_axis_height": 7,
+ }
+
+ def construct(self):
+
+ XTD = self.x_axis_width/(self.x_max- self.x_min)
+ YTD = self.y_axis_height/(self.y_max- self.y_min)
+
+ self.setup_axes(animate = True)
+ heading = TextMobject(r"$T(x,y) = T(x+2y,x-y)$")
+ heading.move_to(UP*3+LEFT*4)
+ heading.scale(0.7)
+ self.play(Write(heading))
+ self.wait()
+
+ before = TextMobject("Before Linear Transformation")
+ before.set_color(ORANGE)
+ before.move_to(3*UP+4*RIGHT)
+ before.scale(0.75)
+ dot1 = Dot().shift(self.graph_origin+1*XTD*RIGHT+1*YTD*UP)
+ dot2 = Dot().shift(self.graph_origin+2*XTD*RIGHT+1*YTD*UP)
+ dot1.set_color(ORANGE)
+ dot2.set_color(ORANGE)
+ p1 = TextMobject(r"$P_1$")
+ p1.scale(0.75)
+ p1.set_color(ORANGE)
+ p1.move_to(self.graph_origin+1*XTD*RIGHT+1.5*YTD*UP)
+ p2 = TextMobject(r"$P_2$")
+ p2.set_color(ORANGE)
+ p2.scale(0.75)
+ p2.move_to(self.graph_origin+2*XTD*RIGHT+1.5*YTD*UP)
+
+ after = TextMobject("After applying Linear Transformation")
+ after.set_color(YELLOW)
+ after.move_to(3*UP+4.5*RIGHT)
+ after.scale(0.5)
+ dot3 = Dot().shift(self.graph_origin+3*XTD*RIGHT+0*YTD*UP)
+ dot4 = Dot().shift(self.graph_origin+4*XTD*RIGHT+1*YTD*UP)
+ dot3.set_color(YELLOW)
+ dot4.set_color(YELLOW)
+ p3 = TextMobject(r"$T(P_1)$")
+ p3.scale(0.7)
+ p3.set_color(YELLOW)
+ p3.move_to(self.graph_origin+3*XTD*RIGHT-1.1*YTD*UP)
+ p4 = TextMobject(r"$T(P_2)$")
+ p4.scale(0.7)
+ p4.set_color(YELLOW)
+ p4.move_to(self.graph_origin+4*XTD*RIGHT+1.5*YTD*UP)
+
+ self.play(Write(before), ShowCreation(dot1), ShowCreation(dot2),Write(p1), Write(p2))
+ self.wait(3)
+ self.play(Transform(before,after), Transform(dot1,dot3), Transform(dot2,dot4), Transform(p2,p4), Transform(p1,p3))
+ self.wait(3)
+
+
+class withgrid(LinearTransformationScene):
+ def construct(self):
+
+ heading = TextMobject(r"Now, imagine this happening for all the points")
+ heading.scale(0.5)
+ heading.move_to(UP*2.5+LEFT*4)
+ self.play(Write(heading))
+ self.wait()
+
+ before = TextMobject("Before Linear Transformation")
+ before.set_color(ORANGE)
+ before.move_to(3.5*UP+4*RIGHT)
+ before.scale(0.75)
+ dot1 = Dot().shift(1*RIGHT+1*UP)
+ dot2 = Dot().shift(2*RIGHT+1*UP)
+ dot1.set_color(ORANGE)
+ dot2.set_color(ORANGE)
+
+ dot1_c = Dot(radius = 0.05).shift(1*RIGHT+1*UP)
+ dot2_c = Dot(radius = 0.05).shift(2*RIGHT+1*UP)
+ dot1_c.set_color(YELLOW)
+ dot2_c.set_color(YELLOW)
+ self.add_transformable_mobject(dot1_c)
+ self.add_transformable_mobject(dot2_c)
+
+ p1 = TextMobject(r"$P_1$")
+ p1.scale(0.75)
+ p1.set_color(ORANGE)
+ p1.move_to(1*RIGHT+1.5*UP)
+ p2 = TextMobject(r"$P_2$")
+ p2.scale(0.75)
+ p2.set_color(ORANGE)
+ p2.move_to(2*RIGHT+1.5*UP)
+
+ after = TextMobject("After applying Linear Transformation")
+ after.set_color(YELLOW)
+ after.move_to(3.5*UP+3.5*RIGHT)
+ after.scale(0.75)
+ dot3 = Dot().shift(3*RIGHT+0*UP)
+ dot4 = Dot().shift(4*RIGHT+1*UP)
+ dot3.set_color(YELLOW)
+ dot4.set_color(YELLOW)
+ p3 = TextMobject(r"$T(P_1)$")
+ p3.scale(0.75)
+ p3.set_color(YELLOW)
+ p3.move_to(3*RIGHT-0.6*UP)
+ p4 = TextMobject(r"$T(P_2)$")
+ p4.scale(0.75)
+ p4.set_color(YELLOW)
+ p4.move_to(4*RIGHT+1.5*UP)
+
+ self.play(Write(before), ShowCreation(dot1), ShowCreation(dot2),Write(p1), Write(p2))
+ self.wait(3)
+ matrix = [[1,2],[1,-1]]
+ dot1.set_color(GREY)
+ dot2.set_color(GREY)
+ self.play(FadeIn(dot1),FadeIn(dot2))
+ self.apply_matrix(matrix)
+ self.play(Transform(before,after), Transform(p2,p4), Transform(p1,p3))
+ self.play(Transform(before,after))
+ self.wait(3)
+
+ ending = TextMobject(r"$T(\left[\begin{array}{c}x \\ y\end{array}\right]) = \left[\begin{array}{c} x+2y \\ x-y\end{array}\right]$")
+ ending.move_to(UP*2+LEFT*4)
+ self.play(Transform(heading,ending))
+ self.wait()
+
+from manimlib.imports import *
+class ThreeDExplanation(ThreeDScene):
+
+ def construct(self):
+
+ text = TextMobject(r"$T(x,y) = (x+y,x-y,x+2y)$")
+ text.scale(0.75)
+ text.move_to(UP*2.5+LEFT*4)
+ text.move_to(-UP*3+LEFT*4)
+ self.add_fixed_in_frame_mobjects(text)
+ self.play(Write(text))
+ self.wait()
+
+ before = TextMobject("Before Linear Transformation")
+ self.add_fixed_in_frame_mobjects(before)
+ before.set_color(ORANGE)
+ before.move_to(3.5*UP+4*RIGHT)
+ before.scale(0.75)
+
+ p1 = TextMobject(r"$P_1$")
+ p2 = TextMobject(r"$P_2$")
+ p3 = TextMobject(r"$P_3$")
+ p1.scale(0.75)
+ p2.scale(0.75)
+ p3.scale(0.75)
+ dot1 = Dot().shift(1*RIGHT+1*UP)
+ dot2 = Dot().shift(2*RIGHT+1*UP)
+ dot3 = Dot().shift(1*RIGHT+1*DOWN)
+ dot1.set_color(ORANGE)
+ dot2.set_color(ORANGE)
+ dot3.set_color(ORANGE)
+ self.play(ShowCreation(before))
+
+ p1.move_to(1*RIGHT+1*UP+[0,0,0.5])
+ p2.move_to(2*RIGHT+1*UP+[0,0,0.5])
+ p3.move_to(1*RIGHT-1*UP+[0,0,0.5])
+
+ dot1_c = Dot(radius = 0.05).shift(1*RIGHT+1*UP)
+ dot2_c = Dot(radius = 0.05).shift(0*RIGHT+2*UP)
+ dot3_c = Dot(radius = 0.05).shift(1*RIGHT-1*UP)
+ dot1_c.set_color(YELLOW)
+ dot2_c.set_color(YELLOW)
+ dot3_c.set_color(YELLOW)
+
+ axes = ThreeDAxes(x_min = -7,x_max=7,y_min=-4,y_max=4,z_min=-4,z_max=4)
+ self.play(ShowCreation(axes))
+ self.move_camera(distance = 100, phi=30*DEGREES,theta=45*DEGREES,run_time=3)
+
+ self.begin_ambient_camera_rotation(rate=0.3)
+ self.wait(1)
+ self.stop_ambient_camera_rotation()
+
+ plane = NumberPlane()
+ self.add_fixed_orientation_mobjects(p1)
+ self.add_fixed_orientation_mobjects(p2)
+ self.add_fixed_orientation_mobjects(p3)
+ self.play(ShowCreation(dot1),ShowCreation(dot3),ShowCreation(dot2),ShowCreation(plane))
+
+ self.play(FadeOut(before))
+ after = TextMobject("After applying Linear Transformation")
+ self.add_fixed_in_frame_mobjects(after)
+ after.set_color(YELLOW)
+ after.move_to(3.5*UP+3.5*RIGHT)
+ after.scale(0.75)
+
+ self.play(FadeOut(p1),FadeOut(p2),FadeOut(p3))
+ matrix = [[1,1],[1,-1],[2,1]]
+ self.play(FadeOut(dot1),FadeOut(dot2),FadeOut(dot3),ApplyMethod(plane.apply_matrix,matrix),ApplyMethod(dot1_c.apply_matrix,matrix),ApplyMethod(dot3_c.apply_matrix,matrix),ApplyMethod(dot2_c.apply_matrix,matrix))
+
+ p4 = TextMobject(r"$T(P_1)$")
+ p5 = TextMobject(r"$T(P_2)$")
+ p6 = TextMobject(r"$T(P_3)$")
+ p4.scale(0.75)
+ p5.scale(0.75)
+ p6.scale(0.75)
+ p4.move_to(2*RIGHT+0*UP+[0,0,3.5])
+ p5.move_to(2*RIGHT-2*UP+[0,0,2.5])
+ p6.move_to(0*RIGHT+2*UP+[0,0,1.5])
+ self.add_fixed_orientation_mobjects(p5)
+ self.add_fixed_orientation_mobjects(p4)
+ self.add_fixed_orientation_mobjects(p6)
+
+ self.begin_ambient_camera_rotation(rate=0.3)
+ self.wait(3)
+ self.stop_ambient_camera_rotation()
+
+ ending = TextMobject(r"$T(\left[\begin{array}{c}x \\ y\end{array}\right])$ = ",r"$\left[\begin{array}{c} x+y \\ x-y\\ x+2y \end{array}\right]$") #\begin{array}{c} x+y \\ x-y -- \\ x+2y -- \end{array}\right]$")
+ ending.scale(0.75)
+ ending.move_to(-UP*3+LEFT*4)
+ self.add_fixed_in_frame_mobjects(ending)
+ self.play(FadeOut(text),Write(ending))
+
+ self.play(FadeOut(plane))
+ self.wait(2)
+
+ self.begin_ambient_camera_rotation(rate=0.3)
+ self.wait(8)
+ self.stop_ambient_camera_rotation()
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file3_square.py b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file3_square.py
new file mode 100644
index 0000000..e828de4
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file3_square.py
@@ -0,0 +1,246 @@
+from manimlib.imports import *
+
+class Linear(GraphScene):
+ CONFIG = {
+ "x_min": -5,
+ "x_max": 5,
+ "y_min": -5,
+ "y_max": 5,
+ "graph_origin": ORIGIN,
+ "x_labeled_nums": list(range(-5, 6)),
+ "y_labeled_nums": list(range(-5, 6)),
+ "x_axis_width": 7,
+ "y_axis_height": 7,
+ }
+ def construct(self):
+
+ text = TextMobject("T(x,y) = T(x+y,y)")
+ text.scale(0.75)
+ text.set_color(PURPLE)
+ text.move_to(3*UP+5*LEFT)
+ self.play(Write(text))
+
+ XTD = self.x_axis_width/(self.x_max- self.x_min)
+ YTD = self.y_axis_height/(self.y_max- self.y_min)
+
+ self.setup_axes(animate = True)
+
+ text1 = TextMobject("Before Linear Transformation")
+ text1.scale(0.6)
+ text1.move_to(UP*3+3*RIGHT)
+
+ a = TextMobject("(1,1)")
+ b = TextMobject("(3,1)")
+ c = TextMobject("(3,2)")
+ d = TextMobject("(1,2)")
+ a.scale(0.5)
+ b.scale(0.5)
+ c.scale(0.5)
+ d.scale(0.5)
+ a.move_to(self.graph_origin+0.6*UP+0.6*RIGHT)
+ b.move_to(self.graph_origin+0.6*UP+3.4*RIGHT)
+ c.move_to(self.graph_origin+2.4*UP+3.4*RIGHT)
+ d.move_to(self.graph_origin+2.6*UP+0.6*RIGHT)
+
+ square = Polygon(self.graph_origin+UP+RIGHT,self.graph_origin+UP+3*RIGHT,self.graph_origin+2*UP+3*RIGHT,self.graph_origin+2*UP+RIGHT)
+
+ self.play(Write(text1), Write(a), Write(b), Write(c), Write(d), ShowCreation(square))
+ self.wait(2)
+ self.play(FadeOut(text1), FadeOut(a), FadeOut(b), FadeOut(c), FadeOut(d), ApplyMethod(square.apply_matrix,[[1,1],[0,1]]))
+
+ a = TextMobject("(2,1)")
+ b = TextMobject("(4,1)")
+ c = TextMobject("(3,2)")
+ d = TextMobject("(5,2)")
+ a.scale(0.5)
+ b.scale(0.5)
+ c.scale(0.5)
+ d.scale(0.5)
+ a.move_to(self.graph_origin+0.6*UP+1.6*RIGHT)
+ b.move_to(self.graph_origin+0.6*UP+4.4*RIGHT)
+ d.move_to(self.graph_origin+2.4*UP+5.4*RIGHT)
+ c.move_to(self.graph_origin+2.4*UP+2.6*RIGHT)
+
+ text1 = TextMobject("After Linear Transformation")
+ text1.scale(0.6)
+ text1.move_to(UP*3+3*RIGHT)
+
+ self.play(Write(text1), Write(a), Write(b), Write(c), Write(d))
+
+ self.wait(2)
+
+class grid(LinearTransformationScene):
+ def construct(self):
+
+ text = TextMobject("Now, consider all the vectors.")
+ text.scale(0.75)
+ text.set_color(PURPLE)
+ text.move_to(2.5*UP+3*LEFT)
+ self.play(Write(text))
+
+ text1 = TextMobject("Before Linear Transformation")
+ text1.scale(0.6)
+ text1.move_to(UP*3.5+3.5*RIGHT)
+
+ square = Polygon(UP+RIGHT,UP+3*RIGHT,2*UP+3*RIGHT,2*UP+RIGHT)
+ square.set_color(YELLOW)
+
+ self.play(Write(text1), ShowCreation(square))
+ self.wait(2)
+ self.play(FadeOut(text1))
+ self.add_transformable_mobject(square)
+
+ text1 = TextMobject("After Linear Transformation")
+ text1.scale(0.6)
+ text1.move_to(UP*3.5+3.5*RIGHT)
+
+ matrix = [[1,1],[0,1]]
+
+ self.apply_matrix(matrix)
+ self.play(Write(text1))
+
+ self.wait()
+
+class grid2(LinearTransformationScene):
+ CONFIG = {
+ "include_background_plane": True,
+ "include_foreground_plane": False,
+ "show_coordinates": True,
+ "show_basis_vectors": True,
+ "basis_vector_stroke_width": 3,
+ "i_hat_color": X_COLOR,
+ "j_hat_color": Y_COLOR,
+ "leave_ghost_vectors": True,
+ }
+
+ def construct(self):
+
+ text = TextMobject("Now, let us focus only on the standard basis")
+ text.scale(0.7)
+ text.set_color(PURPLE)
+ text.move_to(2.5*UP+3.5*LEFT)
+ self.play(Write(text))
+
+ text1 = TextMobject("Before Linear Transformation")
+ text1.scale(0.6)
+ text1.move_to(UP*3.5+3.5*RIGHT)
+
+ square = Polygon(UP+RIGHT,UP+3*RIGHT,2*UP+3*RIGHT,2*UP+RIGHT)
+ square.set_color(YELLOW)
+
+ self.play(Write(text1), ShowCreation(square))
+ self.wait(2)
+ self.play(FadeOut(text1))
+ self.add_transformable_mobject(square)
+
+ text1 = TextMobject("After Linear Transformation")
+ text1.scale(0.6)
+ text1.move_to(UP*3.5+3.5*RIGHT)
+
+ matrix = [[1,1],[0,1]]
+
+ self.apply_matrix(matrix)
+ self.play(Write(text1))
+
+ self.play(FadeOut(square), FadeOut(text1))
+
+ cor_x = TextMobject("(1,0)")
+ cor_y = TextMobject("(1,1)")
+ cor_x.scale(0.65)
+ cor_y.scale(0.65)
+ cor_y.move_to(1.25*RIGHT+1.5*UP)
+ cor_x.move_to(0.75*RIGHT-0.5*UP)
+ cor_x.set_color(GREEN)
+ cor_y.set_color(RED)
+
+ x_cor = TextMobject(r"$\left[\begin{array}{c} 1\\0\end{array}\right]$")
+ x_cor.set_color(GREEN)
+ x_cor.scale(0.5)
+ y_cor = TextMobject(r"$\left[\begin{array}{c} 1\\1\end{array}\right]$")
+ x_cor.move_to(0.75*RIGHT-0.5*UP)
+ y_cor.move_to(1.25*RIGHT+1.5*UP)
+ y_cor.set_color(RED)
+ y_cor.scale(0.5)
+
+ text1 = TextMobject(r"$T(\left[\begin{array}{c} x\\y \end{array}\right]) = $",r"$\left[\begin{array}{c} x+y\\y \end{array}\right]$")
+ text1.scale(0.7)
+ text1.set_color(PURPLE)
+ text1.move_to(1.5*UP+3*LEFT)
+
+ text = TextMobject(r"$T(x,y) = (x+y,y)$")
+ text.scale(0.6)
+ text.set_color(PURPLE)
+ text.move_to(1.5*UP+3*LEFT)
+
+ self.play(FadeIn(text),FadeIn(cor_x), FadeIn(cor_y))
+ self.wait()
+
+ self.play(Transform(text,text1), Transform(cor_x,x_cor), Transform(cor_y,y_cor))
+
+ text3 = TextMobject(r"$\left[\begin{array}{c} x+y\\y \end{array}\right]$")
+ text3.scale(0.7)
+ text3.set_color(PURPLE)
+ text3.move_to(1.5*DOWN+5*LEFT)
+
+ equal = TextMobject("=")
+ equal.move_to(1.5*DOWN+3.5*LEFT)
+
+ text3 = TextMobject("[")
+ text4 = TextMobject(r"$\begin{array}{c} (1)x\\(0)x \end{array}$")
+ text5 = TextMobject(r"$\begin{array}{c} + \\ + \end{array}$")
+ text6 = TextMobject(r"$\begin{array}{c} (1)y\\(1)y \end{array}$")
+ text7 = TextMobject("]")
+ text3.scale(2)
+ text4.scale(0.7)
+ text5.scale(0.7)
+ text6.scale(0.7)
+ text7.scale(2)
+ text4.set_color(GREEN)
+ text5.set_color(PURPLE)
+ text6.set_color(RED)
+ text3.move_to(1.5*DOWN+3*LEFT)
+ text4.move_to(1.5*DOWN+2.5*LEFT)
+ text5.move_to(1.5*DOWN+2*LEFT)
+ text6.move_to(1.5*DOWN+1.5*LEFT)
+ text7.move_to(1.5*DOWN+1*LEFT)
+
+ text1[1].scale(1.2)
+ self.play(FadeOut(text1[0]), ApplyMethod(text1[1].move_to,1.5*DOWN+5*LEFT), FadeIn(text3), FadeIn(equal), FadeIn(text4), FadeIn(text5), FadeIn(text6), FadeIn(text7))
+
+ self.wait()
+ self.play(FadeOut(text1[1]))
+
+ self.play(ApplyMethod(text3.move_to,1.5*DOWN+6*LEFT),
+ ApplyMethod(text4.move_to,1.5*DOWN+5.5*LEFT),
+ ApplyMethod(text5.move_to,1.5*DOWN+5*LEFT),
+ ApplyMethod(text6.move_to,1.5*DOWN+4.5*LEFT),
+ ApplyMethod(text7.move_to,1.5*DOWN+4*LEFT))
+
+ text10 = TextMobject("[")
+ text11 = TextMobject(r"$\begin{array}{c} 1\\0 \end{array}$")
+ text13 = TextMobject(r"$\begin{array}{c} 1\\1 \end{array}$")
+ text14 = TextMobject("]")
+ text10.scale(2)
+ text11.scale(0.7)
+ text13.scale(0.7)
+ text14.scale(2)
+ text11.set_color(GREEN)
+ text13.set_color(RED)
+ text10.move_to(1.5*DOWN+3*LEFT)
+ text11.move_to(1.5*DOWN+2.75*LEFT)
+ text13.move_to(1.5*DOWN+2.25*LEFT)
+ text14.move_to(1.5*DOWN+2*LEFT)
+
+ self.play(FadeIn(text10), Transform(x_cor,text11), Transform(y_cor,text13), FadeIn(text14))
+
+ text15 = TextMobject(r"$\left[\begin{array}{c} x\\y \end{array}\right]$")
+ text15.scale(0.7)
+ text15.set_color(PURPLE)
+ text15.move_to(1.5*DOWN+1.5*LEFT)
+
+ self.play(FadeIn(text15))
+ self.play(FadeOut(text3), FadeOut(text4), FadeOut(text5), FadeOut(text7), FadeOut(text6))
+
+ text1[0].scale(1.2)
+ self.play(ApplyMethod(text1[0].move_to,1.5*DOWN+4.5*LEFT), FadeOut(equal))
+ self.wait(2) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file1_Understand_Linear_Transformations_visually.py b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file4_Understand_Linear_Transformations_visually.py
index 577032d..577032d 100644
--- a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file1_Understand_Linear_Transformations_visually.py
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file4_Understand_Linear_Transformations_visually.py
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file2_Uniform_Scaling.py b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file5_Uniform_Scaling.py
index a7856a5..a7856a5 100644
--- a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file2_Uniform_Scaling.py
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file5_Uniform_Scaling.py
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file3_Horizontal_Shear.py b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file6_Horizontal_Shear.py
index 91f098e..91f098e 100644
--- a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file3_Horizontal_Shear.py
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file6_Horizontal_Shear.py
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file3_Horizontal_Shear_gif.gif b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file6_Horizontal_Shear_gif.gif
index 9bef1b6..9bef1b6 100644
--- a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file3_Horizontal_Shear_gif.gif
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file6_Horizontal_Shear_gif.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file4_Vertical_Shear.py b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file7_Vertical_Shear.py
index 718e4e0..718e4e0 100644
--- a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file4_Vertical_Shear.py
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file7_Vertical_Shear.py
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file4_Vertical_Shear_gif.gif b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file7_Vertical_Shear_gif.gif
index 7ca323f..7ca323f 100644
--- a/FSF-2020/linear-algebra/linear-transformations/Linear Transformations (Linear Maps)/file4_Vertical_Shear_gif.gif
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file7_Vertical_Shear_gif.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file8_linear_transformation.py b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file8_linear_transformation.py
new file mode 100755
index 0000000..01a0cef
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file8_linear_transformation.py
@@ -0,0 +1,27 @@
+from manimlib.imports import *
+class LinearTrans(LinearTransformationScene,MovingCameraScene):
+ CONFIG = {
+ "basis_vector_stroke_width": 1,
+ "leave_ghost_vectors": True,
+ }
+
+ def setup(self):
+ LinearTransformationScene.setup(self)
+ MovingCameraScene.setup(self)
+
+ def construct(self):
+ self.setup()
+ self.camera_frame.save_state()
+ self.play(self.camera_frame.set_width, 7)
+ matrix = [[0.866,-0.5],[0.5,0.866]]
+ self.apply_matrix(matrix)
+ arc1 = Arc(radius = 0.25,angle=TAU/12)
+ arc2 = Arc(radius = 0.25,angle=TAU/12,start_angle=TAU/4)
+ text1 = TextMobject(r"$\theta$")
+ text1.scale(0.5)
+ text1.move_to(0.5*UP+0.125*LEFT)
+ text2 = TextMobject(r"$\theta$")
+ text2.scale(0.5)
+ text2.move_to(0.5*RIGHT+0.125*UP)
+ self.play(ShowCreation(arc1),ShowCreation(arc2),Write(text1),Write(text2),run_time=1)
+ self.wait()
diff --git a/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file9.gif b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file9.gif
new file mode 100644
index 0000000..017e0c7
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Linear-Transformations-(Linear-Maps)/file9.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/README.md b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/README.md
new file mode 100644
index 0000000..e287fa1
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/README.md
@@ -0,0 +1,15 @@
+# Contributer: Archit Sangal
+My Github Account : <a href="https://github.com/architsangal">architsangal</a> (https://github.com/architsangal)
+<br/></br>
+
+## Sub-Topics Covered:
++ Orthonormal Bases
+
+#### Video 1: Example of Orthonormal bases
+![GIF1](file4.gif)
+
+#### Video 2: Adding the projections of a vector on orthonormal basis will produce the same vector
+![GIF2](file5.gif)
+
+#### Video 3: Relating the example and the property
+![GIF3](file6.gif) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file1_orthogonal.py b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file1_orthogonal.py
new file mode 100755
index 0000000..a5d96f5
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file1_orthogonal.py
@@ -0,0 +1,40 @@
+from manimlib.imports import *
+
+class Orthogonal(ThreeDScene):
+ def construct(self):
+ axes = ThreeDAxes()
+ self.play(ShowCreation(axes))
+ self.move_camera(phi=60*DEGREES,theta=45*DEGREES,run_time=3)
+
+ text = TextMobject(r"$\hat{i}$",r"$\hat{j}$",r"$\hat{k}$")
+ text[0].move_to(0.7*DOWN+0.8*LEFT)
+ text[1].move_to(0.75*DOWN+0.7*RIGHT)
+ text[2].move_to(0.75*UP+0.4*RIGHT)
+ self.add_fixed_in_frame_mobjects(text)
+ self.play(Write(text))
+
+ line1 = Line(start = ORIGIN,end = RIGHT)
+ line1.set_color(DARK_BLUE)
+ tip1 = Polygon(-0.95*LEFT,-0.8*LEFT-0.1*DOWN,-0.8*LEFT-0.1*UP)
+ tip1.set_opacity(1)
+ tip1.set_fill(DARK_BLUE)
+ tip1.set_color(DARK_BLUE)
+
+ arrow2 = Line(start = ORIGIN,end = UP)
+ arrow2.set_color(DARK_BLUE)
+ tip2 = Polygon(0.95*UP,0.8*UP-0.1*RIGHT,0.8*UP-0.1*LEFT)
+ tip2.set_opacity(1)
+ tip2.set_fill(DARK_BLUE)
+ tip2.set_color(DARK_BLUE)
+ arrow2.set_color(DARK_BLUE)
+
+ arrow3 = Line(start = ORIGIN,end = [0,0,1])
+ arrow3.set_color(DARK_BLUE)
+ tip3 = Polygon([0,0,0.95],[0,0,0.8]-0.1*RIGHT,[0,0,0.8]-0.1*LEFT)
+ tip3.set_opacity(1)
+ tip3.set_fill(DARK_BLUE)
+ tip3.set_color(DARK_BLUE)
+
+ self.play(ShowCreation(line1), ShowCreation(tip1), ShowCreation(arrow2), ShowCreation(tip2), ShowCreation(arrow3), ShowCreation(tip3))
+
+ self.wait()
diff --git a/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file2_sum_of_projections_part1.py b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file2_sum_of_projections_part1.py
new file mode 100755
index 0000000..141e99b
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file2_sum_of_projections_part1.py
@@ -0,0 +1,133 @@
+from manimlib.imports import *
+class LinearTrans(LinearTransformationScene):
+ CONFIG = {
+ "show_basis_vectors": True,
+ "basis_vector_stroke_width": 1,
+ "leave_ghost_vectors": False,
+ "show_coordinates": True,
+ }
+
+ def construct(self):
+
+ self.setup()
+
+ matrix = [[0.6,-0.8],[0.8,0.6]]
+ self.apply_matrix(matrix)
+
+ self.wait(2)
+ orthonormal = TextMobject(r"These are 2 orthonormal vectors($v_1$ and $v_2$)")
+ orthonormal.scale(0.7)
+ orthonormal.move_to(DOWN+LEFT*3.5)
+ orthonormal.add_background_rectangle()
+ v1 = TextMobject(r"$v_1$")
+ v1.scale(0.75)
+ v1.set_color(X_COLOR)
+ v1.move_to(0.75*UP+RIGHT)
+ v1.add_background_rectangle()
+ v2 = TextMobject(r"$v_2$")
+ v2.scale(0.75)
+ v2.set_color(Y_COLOR)
+ v2.move_to(0.75*UP+LEFT*1.25)
+ v2.add_background_rectangle()
+ self.play(Write(orthonormal))
+ self.play(Write(v1),Write(v2))
+ self.wait()
+ self.play(FadeOut(orthonormal), FadeOut(v1), FadeOut(v2))
+
+ arrow = Arrow(start = ORIGIN,end = 3*RIGHT+UP)
+ arrow.scale(1.2)
+ arrow.set_color(BLUE)
+ arrow.apply_matrix(matrix)
+ text3 = TextMobject("v")
+ text3.move_to(3.2*UP+1.2*RIGHT)
+ text3.add_background_rectangle()
+ self.play(ShowCreation(arrow),Write(text3))
+ self.wait()
+ v_cor = TextMobject("(1 , 3)")
+ v_cor.move_to(3.2*UP+1.3*RIGHT)
+ v_cor.set_color(BLUE)
+ v_cor.scale(0.75)
+ v_cor.add_background_rectangle()
+ self.play(Transform(text3,v_cor))
+
+ line1 = DashedLine(start = 1*UP+3*RIGHT, end = 3*RIGHT)
+ line2 = DashedLine(start = 1*UP+3*RIGHT, end = UP)
+ line1.apply_matrix(matrix)
+ line2.apply_matrix(matrix)
+ self.play(ShowCreation(line1),ShowCreation(line2),run_time = 2)
+
+ v1 = Arrow(start = ORIGIN,end = 3*RIGHT+UP)
+ v1.scale(1.2)
+ v1.set_color(BLUE)
+ v1.apply_matrix(matrix)
+ arrow1 = Arrow(start = ORIGIN,end = 3*RIGHT)
+ arrow1.scale(1.2)
+ arrow1.set_color("#6B8E23")
+ arrow1.apply_matrix(matrix)
+ self.play(Transform(v1,arrow1))
+ v1_cor = TextMobject(r"$<v,v_1> v_1$")
+ v1_cor.move_to(2.5*UP+3*RIGHT)
+ v1_cor.scale(0.75)
+ v1_cor.add_background_rectangle()
+ self.play(Write(v1_cor))
+ self.wait(0.5)
+ text1 = TextMobject("(1.8 , 2.4)")
+ text1.move_to(2.1*UP+2.5*RIGHT)
+ text1.scale(0.75)
+ text1.set_color("#6B8E23")
+ text1.add_background_rectangle()
+ self.play(Transform(v1_cor,text1))
+
+ v2 = Arrow(start = ORIGIN,end = 3*RIGHT+UP)
+ v2.scale(1.2)
+ v2.set_color("#8b0000")
+ v2.apply_matrix(matrix)
+ arrow2 = Arrow(start = ORIGIN,end = UP)
+ arrow2.scale(2.1)
+ arrow2.set_color("#8b0000")
+ arrow2.apply_matrix(matrix)
+ self.wait(0.5)
+ self.play(Transform(v2,arrow2))
+ self.wait(0.5)
+ v2_cor = TextMobject(r"$<v,v_2> v_2$")
+ v2_cor.move_to(0.75*UP+2.5*LEFT)
+ v2_cor.scale(0.75)
+ v2_cor.add_background_rectangle()
+ self.play(Write(v2_cor))
+ self.wait(0.5)
+ text2 = TextMobject("(-0.8 , 0.6)")
+ text2.move_to(0.75*UP+1.75*LEFT)
+ text2.scale(0.75)
+ text2.set_color("#8b0000")
+ text2.add_background_rectangle()
+ self.play(Transform(v2_cor,text2))
+
+ self.wait()
+
+ self.play(ApplyMethod(v2.move_to,1.4*RIGHT+2.7*UP),FadeOut(v1_cor),FadeOut(v2_cor),FadeOut(v_cor))
+
+ self.wait()
+
+ ending = TextMobject(r"$v = <v,v_1> v_1 + <v,v_2> v_2$")
+ ending.scale(0.7)
+ ending.move_to(DOWN)
+ ending.add_background_rectangle()
+ self.play(Write(ending))
+ self.wait()
+ self.play(FadeOut(ending))
+
+ ending = TextMobject(r"$\left[ \begin{array} {c} 1\\ 3 \end{array}\right] = \left[ \begin{array} {c}1.8 \\ 2.4 \end{array}\right] + \left[ \begin{array} {c} -0.8\\ 0.6 \end{array}\right]$")
+ ending.scale(0.7)
+ ending.move_to(DOWN)
+ ending.add_background_rectangle()
+ self.play(Write(ending))
+ self.wait()
+ self.play(FadeOut(ending))
+
+ ending = TextMobject(r"$v$ is the sum of projections on the orthonormal vectors")
+ ending.scale(0.7)
+ ending.move_to(DOWN)
+ ending.add_background_rectangle()
+ self.play(Write(ending))
+ self.wait()
+ self.play(FadeOut(ending)) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file3_sum_of_projections_part2.py b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file3_sum_of_projections_part2.py
new file mode 100644
index 0000000..2899286
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file3_sum_of_projections_part2.py
@@ -0,0 +1,181 @@
+from manimlib.imports import *
+class ThreeDExplanation(ThreeDScene):
+
+ def construct(self):
+
+ basis = TextMobject(r"Set of Orthonormal Basis - $\left(\begin{array}{c}\frac{1}{\sqrt{2}}\\\frac{1}{\sqrt{2}}\\0\end{array}\right),\left(\begin{array}{c}\frac{-1}{\sqrt{2}}\\\frac{1}{\sqrt{2}}\\0\end{array}\right),\left(\begin{array}{c}0\\0\\1\end{array}\right)$")
+ basis.scale(0.75)
+ basis.move_to(UP*1.5)
+ self.play(Write(basis))
+ v = TextMobject(r"$v_1$",r"$v_2$",r"$v_3$")
+ v[0].move_to(UP*0.5+RIGHT*0.75)
+ v[1].move_to(UP*0.5+RIGHT*2.5)
+ v[2].move_to(UP*0.5+RIGHT*4)
+ eq = TextMobject(r"$v = \left(\begin{array}{c}3\\4\\5\end{array}\right)$")
+ eq1 = TextMobject(r"$<v,v_1> = \frac{3}{\sqrt{2}} + \frac{4}{\sqrt{2}} + 0 = \frac{7}{\sqrt{2}}$")
+ eq2 = TextMobject(r"$<v,v_2> = \frac{-3}{\sqrt{2}} + \frac{4}{\sqrt{2}} + 0 =\frac{1}{\sqrt{2}}$")
+ eq3 = TextMobject(r"$<v,v_3> =  0 + 0 + 5 =5$")
+ eq.move_to(4*LEFT+DOWN)
+ eq1.move_to(0.5*DOWN+2*RIGHT)
+ eq2.move_to(1.5*DOWN+2*RIGHT)
+ eq3.move_to(2.5*DOWN+2*RIGHT)
+ self.play(Write(v))
+ self.play(Write(eq))
+ self.play(Write(eq1))
+ self.play(Write(eq2))
+ self.play(Write(eq3))
+ self.wait()
+ self.play(FadeOut(basis), FadeOut(eq), FadeOut(v), FadeOut(eq1), FadeOut(eq2), FadeOut(eq3))
+ self.wait()
+
+ text = TextMobject("These are the 3 mutually orthonormal basis of the set(", r"$v_1$, ", r"$v_2$, ", r"$v_3$",")")
+ text[1].set_color(DARK_BLUE)
+ text[2].set_color(RED)
+ text[3].set_color(YELLOW)
+ text.scale(0.75)
+ self.add_fixed_in_frame_mobjects(text)
+ text.move_to(3*DOWN)
+ self.play(Write(text))
+ self.wait()
+
+ axes = ThreeDAxes(x_min = -6,x_max=6,y_min=-6,y_max=6,z_min=-6,z_max=6)
+ self.play(ShowCreation(axes))
+ self.move_camera(distance = 100, phi=45*DEGREES,theta=45*DEGREES,run_time=5)
+ self.begin_ambient_camera_rotation(rate=0.1)
+
+ xy_plane = Polygon(6*RIGHT+6*UP,-6*RIGHT+6*UP,-6*RIGHT-6*UP,6*RIGHT-6*UP)
+ xy_plane.set_color("#333333")
+ xy_plane.set_fill("#333333")
+ xy_plane.set_opacity(1)
+ xy_plane.fade(0.7)
+ self.play(ShowCreation(xy_plane))
+
+ dashedline1 = DashedLine(start = -6*(UP+RIGHT), end = 6*(UP+RIGHT))
+ dashedline2 = DashedLine(start = -6*(UP+LEFT), end = 6*(UP+LEFT))
+ dashedline3 = DashedLine(start = 4*UP+3*RIGHT+[0,0,5], end = 3.5*UP+3.5*RIGHT)
+ dashedline4 = DashedLine(start = 4*UP+3*RIGHT+[0,0,5], end = 0.5*UP+0.5*LEFT)
+ dashedline5 = DashedLine(start = 4*UP+3*RIGHT+[0,0,5], end = [0,0,5])
+
+ self.play(ShowCreation(dashedline1), ShowCreation(dashedline2))
+
+ line1 = Line(start = ORIGIN,end = 0.707*RIGHT + 0.707*UP)
+ line1.set_color(DARK_BLUE)
+ tip1 = Polygon(0.707*RIGHT + 0.707*UP, 0.707*RIGHT + 0.607*UP, 0.607*RIGHT + 0.707*UP)
+ tip1.set_opacity(1)
+ tip1.set_fill(DARK_BLUE)
+ tip1.set_color(DARK_BLUE)
+ self.play(ShowCreation(line1), ShowCreation(tip1))
+
+ line2 = Line(start = ORIGIN,end = 0.707*LEFT + 0.707*UP)
+ line2.set_color(RED)
+ tip2 = Polygon(0.707*LEFT + 0.707*UP, 0.707*LEFT + 0.607*UP, 0.607*LEFT + 0.707*UP)
+ tip2.set_opacity(1)
+ tip2.set_fill(RED)
+ tip2.set_color(RED)
+
+ self.play(ShowCreation(line2), ShowCreation(tip2))
+
+ line3 = Line(start = ORIGIN,end = [0,0,1])
+ line3.set_color(YELLOW)
+ tip3 = Polygon([0,0,1],[0,0,0.8]-0.2*RIGHT,[0,0,0.8]-0.2*LEFT)
+ tip3.set_opacity(1)
+ tip3.set_fill(YELLOW)
+ tip3.set_color(YELLOW)
+ self.play(ShowCreation(line3), ShowCreation(tip3))
+ self.wait()
+
+ self.play(FadeOut(text))
+
+ text = TextMobject("Take the projection of ", r"$v$", " on the mutually orthonormal vectors")
+ text[1].set_color(GOLD_E)
+ text.scale(0.75)
+ self.add_fixed_in_frame_mobjects(text)
+ text.move_to(3*DOWN)
+ self.play(Write(text))
+ self.wait(2)
+
+ a_line = Line(start = ORIGIN,end = 4*UP+3*RIGHT+[0,0,5])
+ a_line.set_color(GOLD_E)
+ a_tip = Polygon(3.92*UP+2.94*RIGHT+[0,0,4.9],3.6*UP+2.7*RIGHT+[0,0,4.5]+0.1*UP+0.1*LEFT,3.6*UP+2.7*RIGHT+[0,0,4.5]+0.1*DOWN+0.1*RIGHT)
+ a_tip.set_opacity(1)
+ a_tip.set_fill(GOLD_E)
+ a_tip.set_color(GOLD_E)
+
+ self.play(ShowCreation(a_line), ShowCreation(a_tip))
+ self.stop_ambient_camera_rotation()
+ self.move_camera(distance = 100, phi=45*DEGREES,theta=135*DEGREES,run_time=5)
+
+ self.play(ShowCreation(dashedline3),ShowCreation(dashedline4),ShowCreation(dashedline5))
+ self.wait()
+
+ pv1 = Line(start = ORIGIN,end = 4*UP+3*RIGHT+[0,0,5])
+ pv1.set_color(GOLD_E)
+ pv1tip = Polygon(4*UP+3*RIGHT+[0,0,5],3.6*UP+2.7*RIGHT+[0,0,4.5]+0.1*UP+0.1*LEFT,3.6*UP+2.7*RIGHT+[0,0,4.5]+0.1*DOWN+0.1*RIGHT)
+ pv1tip.set_opacity(1)
+ pv1tip.set_fill(GOLD_E)
+ pv1tip.set_color(GOLD_E)
+
+ v1_p = Line(start = ORIGIN,end = 3.5*RIGHT + 3.5*UP)
+ v1_p.set_color(BLUE_E)
+ v1_p_tip = Polygon(3.5*RIGHT + 3.5*UP, 3.5*RIGHT + 3.4*UP, 3.4*RIGHT + 3.5*UP)
+ v1_p_tip.set_opacity(1)
+ v1_p_tip.set_fill(BLUE_E)
+ v1_p_tip.set_color(BLUE_E)
+
+ pv2 = Line(start = ORIGIN,end = 4*UP+3*RIGHT+[0,0,5])
+ pv2.set_color(GOLD_E)
+ pv2tip = Polygon(4*UP+3*RIGHT+[0,0,5],3.6*UP+2.7*RIGHT+[0,0,4.5]+0.1*UP+0.1*LEFT,3.6*UP+2.7*RIGHT+[0,0,4.5]+0.1*DOWN+0.1*RIGHT)
+ pv2tip.set_opacity(1)
+ pv2tip.set_fill(GOLD_E)
+ pv2tip.set_color(GOLD_E)
+
+ v2_p = Line(start = ORIGIN,end = 0.5*LEFT + 0.5*UP)
+ v2_p.set_color(RED_E)
+ v2_p_tip = Polygon(0.5*LEFT + 0.5*UP, 0.5*LEFT + 0.4*UP, 0.4*LEFT + 0.5*UP)
+ v2_p_tip.set_opacity(1)
+ v2_p_tip.set_fill(RED_E)
+ v2_p_tip.set_color(RED_E)
+
+ pv3 = Line(start = ORIGIN,end = 4*UP+3*RIGHT+[0,0,5])
+ pv3.set_color(GOLD_E)
+ pv3tip = Polygon(4*UP+3*RIGHT+[0,0,5],3.6*UP+2.7*RIGHT+[0,0,4.5]+0.1*UP+0.1*LEFT,3.6*UP+2.7*RIGHT+[0,0,4.5]+0.1*DOWN+0.1*RIGHT)
+ pv3tip.set_opacity(1)
+ pv3tip.set_fill(GOLD_E)
+ pv3tip.set_color(GOLD_E)
+
+ v3_p = Line(start = ORIGIN,end = [0,0,5])
+ v3_p.set_color(YELLOW_E)
+ v3_p_tip = Polygon([0,0,5.15],[0,0,4.8]+0.2*RIGHT,[0,0,4.8]+0.2*LEFT)
+ v3_p_tip.set_opacity(1)
+ v3_p_tip.set_fill(YELLOW_E)
+ v3_p_tip.set_color(YELLOW_E)
+
+ #self.stop_ambient_camera_rotation()
+ self.play(Transform(pv1,v1_p),
+ Transform(pv1tip,v1_p_tip),
+ Transform(pv2,v2_p),
+ Transform(pv2tip,v2_p_tip),
+ Transform(pv3,v3_p),
+ Transform(pv3tip,v3_p_tip))
+ self.play(FadeOut(dashedline1),
+ FadeOut(dashedline2),
+ FadeOut(dashedline3),
+ FadeOut(dashedline4),
+ FadeOut(dashedline5),
+ FadeOut(line1),
+ FadeOut(tip1),
+ FadeOut(line2),
+ FadeOut(tip2),
+ FadeOut(line3),
+ FadeOut(tip3),
+ FadeOut(text))
+
+ text = TextMobject(r"$v$ is the sum of projections on the orthonormal vectors")
+ text.set_color(GOLD_E)
+ text.scale(0.75)
+ self.add_fixed_in_frame_mobjects(text)
+ text.move_to(3*DOWN)
+ self.play(Write(text), ApplyMethod(pv2.move_to,(3.5*RIGHT + 3.5*UP+3*RIGHT+4*UP)/2), ApplyMethod(pv2tip.move_to,(3.1*RIGHT + 3.9*UP)))
+ self.play(ApplyMethod(pv3.move_to,3*RIGHT + 4*UP + [0,0,2.5]), ApplyMethod(pv3tip.move_to,(3*RIGHT + 4*UP + [0,0,4.8])))
+
+ self.wait(3) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file4.gif b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file4.gif
new file mode 100644
index 0000000..4891350
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file4.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file5.gif b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file5.gif
new file mode 100644
index 0000000..d7eb0bc
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file5.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file6.gif b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file6.gif
new file mode 100644
index 0000000..1df6413
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/Orthonormal-Basis/file6.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/README.md b/FSF-2020/linear-algebra/linear-transformations/README.md
index 692201e..067755e 100644
--- a/FSF-2020/linear-algebra/linear-transformations/README.md
+++ b/FSF-2020/linear-algebra/linear-transformations/README.md
@@ -1,9 +1,10 @@
# Contributer: Archit Sangal
-My Github Account : <a href="https://github.com/architsangal">architsangal</a>
+My Github Account : <a href="https://github.com/architsangal">architsangal</a> (https://github.com/architsangal). These code were written during the course of FOSSEE Summer Fellowship 2020 under the FLOSS: Mathematics using Python.
<br/></br>
+
## Sub-Topics Covered:
-+ Vector Space Homomorphisms (Linear Maps)
++ Linear Transformations (Linear Maps)
+ The Four Fundamental Subspaces
+ Rank-Nullity Theorem
+ Orthonormal basis
-+ Gramm-Schmidt Orthogonalization Process
++ Gramm-Schmidt Orthogonalization Process \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/README.md b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/README.md
new file mode 100644
index 0000000..6c90bf4
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/README.md
@@ -0,0 +1,30 @@
+# Contributer: Archit Sangal
+My Github Account : <a href="https://github.com/architsangal">architsangal</a> (https://github.com/architsangal)
+<br/></br>
+
+## Sub-Topics Covered:
++ The Four Fundamental Subspaces
+
+#### Video 1: Writing System of linear equations in form of Ax=b
+![GIF1](file11.gif)
+
+#### Video 2: Column Space is same as the image of Linear Transformation
+![GIF2](file14.gif)
+
+#### Video 3: Existance of Solution w.r.t. vector b
+![GIF3](file17.gif)
+
+#### Video 4: Null Space (Visually)
+![GIF4](file12.gif)
+
+#### Video 5: Definition 1 is equivalent to Definition 2
+![GIF5](file13.gif)
+
+#### Video 6: Relation between Row Space and Null Space
+![GIF6](file16.gif)
+
+#### Fig. 1 Naming of the left null space
+![GIF7](file10_Left_Null_Space_pSv8iio_d5Sy9qS.gif)
+
+#### Video 7: Left Null Space(Visually)
+![GIF8](file15.gif) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file10_Left_Null_Space_pSv8iio_d5Sy9qS.gif b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file10_Left_Null_Space_pSv8iio_d5Sy9qS.gif
new file mode 100644
index 0000000..3f50635
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file10_Left_Null_Space_pSv8iio_d5Sy9qS.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file11.gif b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file11.gif
new file mode 100644
index 0000000..8f74202
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file11.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file12.gif b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file12.gif
new file mode 100644
index 0000000..aa7403b
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file12.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file13.gif b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file13.gif
new file mode 100644
index 0000000..34b54c7
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file13.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file14.gif b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file14.gif
new file mode 100644
index 0000000..b77791b
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file14.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file15.gif b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file15.gif
new file mode 100644
index 0000000..8bb24bf
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file15.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file16.gif b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file16.gif
new file mode 100644
index 0000000..87e0026
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file16.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file17.gif b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file17.gif
new file mode 100644
index 0000000..eec819a
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file17.gif
Binary files differ
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file18_NOT_in_lecture_note_Column_Space.py b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file18_NOT_in_lecture_note_Column_Space.py
new file mode 100644
index 0000000..afe4f9a
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file18_NOT_in_lecture_note_Column_Space.py
@@ -0,0 +1,30 @@
+from manimlib.imports import *
+
+class Column_Space(Scene):
+ def construct(self):
+
+ A = TextMobject(r"$A = $",r"$\left( \begin{array}{c c c} 1 & 2 & 1 \\ 1 & 3 & 1 \\ 2 & 1 & 4 \\ 3 & 2 & 3 \end{array} \right)$")
+ A.move_to(2*UP)
+ A[1].set_color(color = DARK_BLUE)
+ A.scale(0.75)
+
+ self.play(Write(A),run_time = 1)
+
+ CS_A = TextMobject(r"Column Space of $A = x_{1}$",r"$\left( \begin{array}{c} 1 \\ 1 \\ 2 \\ 3 \end{array} \right)$",r"$+x_{2}$",r"$ \left( \begin{array}{c} 2 \\ 3 \\ 1 \\ 2 \end{array} \right)$",r"$ + x_{3}$",r"$\left( \begin{array}{c} 1 \\ 1 \\ 4 \\ 3 \end{array} \right)$")
+ CS_A.move_to(1.5*LEFT+1*DOWN)
+ CS_A[1].set_color(color = DARK_BLUE)
+ CS_A[3].set_color(color = DARK_BLUE)
+ CS_A[5].set_color(color = DARK_BLUE)
+ CS_A.scale(0.75)
+
+ self.play(Write(CS_A),run_time = 2)
+
+ arrow1 = Arrow(start = 1.25*UP,end = 0.25*DOWN+1.75*LEFT)
+ arrow2 = Arrow(start = 1.35*UP+0.5*RIGHT,end = 0.25*DOWN+0.5*RIGHT)
+ arrow3 = Arrow(start = 1.25*UP+0.75*RIGHT,end = 0.25*DOWN+2.9*RIGHT)
+
+ Defn = TextMobject("Linear Combination of Columns of Matrix")
+ Defn.move_to(3*DOWN)
+
+ self.play(Write(Defn), ShowCreation(arrow1), ShowCreation(arrow2), ShowCreation(arrow3),run_time = 1)
+ self.wait(1) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file1_Axb.py b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file1_Axb.py
new file mode 100755
index 0000000..95d1021
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file1_Axb.py
@@ -0,0 +1,77 @@
+from manimlib.imports import *
+
+class Axb(Scene):
+
+ def construct(self):
+
+ text0 = TextMobject("Linear System Of Equations")
+ text1 = TextMobject(r"$x_{1}+x_{2}+x_{3} =b_{1}$")
+ text2 = TextMobject(r"$x_{1}+2x_{2}+x_{3} =b_{2}$")
+ text3 = TextMobject(r"$x_{1}+x_{2}+3x_{3} =b_{3}$")
+ text0.move_to(UP*2+LEFT*2)
+ text0.set_color(DARK_BLUE)
+ text1.move_to(UP)
+ text2.move_to(ORIGIN)
+ text3.move_to(DOWN)
+
+ text0.scale(0.75)
+ text1.scale(0.75)
+ text2.scale(0.75)
+ text3.scale(0.75)
+ self.play(Write(text0))
+ self.play(Write(text1))
+ self.play(Write(text2))
+ self.play(Write(text3))
+ self.play(ApplyMethod(text0.move_to,3*UP+LEFT*2), ApplyMethod(text1.move_to,2.5*UP), ApplyMethod(text2.move_to,2*UP), ApplyMethod(text3.move_to,1.5*UP))
+
+ A = TextMobject(r"$\left( \begin{array}{c c c} 1 & 1 & 1 \\ 1 & 2 & 1 \\ 1 & 1 & 3 \end{array}\right) \left[ \begin{array} {c} x_{1} \\ x_{2} \\ x_{3} \end{array}\right] =$", r"$\left[ \begin{array}{c} x_{1}+x_{2}+x_{3} \\ x_{1}+2x_{2}+x_{3} \\ x_{1}+x_{2}+3x_{3} \end{array}\right]$")
+ A.scale(0.75)
+ self.play(FadeIn(A))
+
+ textA = TextMobject("A")
+ textx = TextMobject("x")
+ textb = TextMobject("Ax")
+
+ textA.move_to(DOWN+3*LEFT)
+ textx.move_to(1.1*DOWN+0.5*LEFT)
+ textb.move_to(DOWN-2*LEFT)
+
+ self.play(Write(textA), Write(textx), Write(textb))
+
+ circle1 = Circle(radius = 0.24)
+ circle2 = Circle(radius = 0.24)
+ square = Square(side_length = 0.6)
+
+ circle1.move_to(UP*0.5+LEFT*3.05)
+ circle2.move_to(UP*0.4+LEFT*0.5)
+ square.move_to(UP*0.4+RIGHT*1.3)
+
+ self.play(FadeIn(circle1), FadeIn(circle2),FadeIn(square))
+
+ self.play(ApplyMethod(circle1.move_to,UP*0.5+LEFT*2.45), ApplyMethod(circle2.move_to,LEFT*0.5), ApplyMethod(square.move_to,UP*0.4+RIGHT*2.2))
+ self.play(ApplyMethod(circle1.move_to,UP*0.5+LEFT*1.85), ApplyMethod(circle2.move_to,DOWN*0.5+LEFT*0.5), ApplyMethod(square.move_to,UP*0.4+RIGHT*3.1))
+
+ self.play(ApplyMethod(circle1.move_to,LEFT*3.05), ApplyMethod(circle2.move_to,UP*0.4+LEFT*0.5), ApplyMethod(square.move_to,RIGHT*1.3))
+ self.play(ApplyMethod(circle1.move_to,LEFT*2.45), ApplyMethod(circle2.move_to,LEFT*0.5), ApplyMethod(square.move_to,RIGHT*2.2))
+ self.play(ApplyMethod(circle1.move_to,LEFT*1.85), ApplyMethod(circle2.move_to,DOWN*0.5+LEFT*0.5), ApplyMethod(square.move_to,RIGHT*3.1))
+
+ self.play(ApplyMethod(circle1.move_to,0.4*DOWN+LEFT*3.05), ApplyMethod(circle2.move_to,UP*0.4+LEFT*0.5), ApplyMethod(square.move_to,0.4*DOWN+RIGHT*1.3))
+ self.play(ApplyMethod(circle1.move_to,0.4*DOWN+LEFT*2.45), ApplyMethod(circle2.move_to,LEFT*0.5), ApplyMethod(square.move_to,0.4*DOWN+RIGHT*2.2))
+ self.play(ApplyMethod(circle1.move_to,0.4*DOWN+LEFT*1.85), ApplyMethod(circle2.move_to,DOWN*0.5+LEFT*0.5), ApplyMethod(square.move_to,0.4*DOWN+RIGHT*3.1))
+
+ self.play(FadeOut(circle1), FadeOut(circle2), FadeOut(square))
+ self.play(FadeOut(A[0]), ApplyMethod(A[1].move_to,2*LEFT),ApplyMethod(textb.move_to,DOWN+1.7*LEFT), FadeOut(textx), FadeOut(textA))
+ b = TextMobject(r"$=\left[ \begin{array}{c} b_{1} \\ b_{2} \\ b_{3} \end{array}\right]$")
+ b.move_to(RIGHT)
+ textB = TextMobject("b")
+ textB.move_to(1.2*DOWN+1.1*RIGHT)
+ self.play(FadeIn(b),FadeIn(textB))
+
+ self.wait()
+
+ self.play(FadeOut(text0), FadeOut(text1), FadeOut(text2), FadeOut(text3))
+
+ axb = TextMobject("Ax = b")
+ self.play(FadeIn(axb), FadeOut(textb), FadeOut(textB), FadeOut(b), FadeOut(A[1]))
+
+ self.wait() \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file2_CSasImage.py b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file2_CSasImage.py
new file mode 100644
index 0000000..70547cb
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file2_CSasImage.py
@@ -0,0 +1,169 @@
+from manimlib.imports import *
+
+class Column_Space(Scene):
+ def construct(self):
+
+ A = TextMobject(r"$A = $",r"$\left( \begin{array}{c c} 1 & 2 \\ 3 & 4 \end{array} \right)$")
+ A.move_to(2*UP)
+ A[1].set_color(color = DARK_BLUE)
+ A.scale(0.75)
+
+ self.play(Write(A),run_time = 1)
+
+ CS_A = TextMobject(r"Column Space of $A = x_{1}$",r"$\left( \begin{array}{c} 1 \\ 3 \end{array} \right)$",r"$+x_{2}$",r"$ \left( \begin{array}{c} 2 \\ 4\end{array} \right)$")
+ CS_A.move_to(1.5*LEFT+1*DOWN)
+ CS_A[1].set_color(color = DARK_BLUE)
+ CS_A[3].set_color(color = DARK_BLUE)
+ CS_A.scale(0.75)
+
+ self.play(Write(CS_A),run_time = 2)
+
+ arrow1 = Arrow(start = 1.25*UP,end = (0.25*DOWN+1.75*LEFT+0.25*DOWN+1.2*RIGHT)/2)
+ arrow3 = Arrow(start = 1.25*UP+0.75*RIGHT,end = (0.25*DOWN+2.9*RIGHT+0.25*DOWN)/2)
+
+ arrow1.scale(1.5)
+ arrow3.scale(1.5)
+
+ Defn = TextMobject("Linear Combination of Columns of Matrix")
+ Defn.move_to(3*DOWN)
+
+ self.play(Write(Defn), ShowCreation(arrow1), ShowCreation(arrow3),run_time = 1)
+ self.wait(1)
+
+class solution(LinearTransformationScene):
+ def construct(self):
+
+ self.setup()
+ self.wait()
+
+ o = TextMobject(r"Consider the vector space $R^2$")
+ o.move_to(2*DOWN)
+ o.scale(0.75)
+ o.add_background_rectangle()
+ self.play(Write(o))
+ self.wait()
+ self.play(FadeOut(o))
+
+ A = TextMobject(r"Let $A$ be ",r"$\left[\begin{array}{c c} 1 & -1 \\ 1 & -1 \end{array}\right]$",r". $A$ denotes the matrix the of this linear transformation.")
+ A.move_to(2*DOWN)
+ A.scale(0.75)
+ A.add_background_rectangle()
+ self.play(Write(A))
+ matrix = [[1,-1],[1,-1]]
+ self.apply_matrix(matrix)
+ self.wait()
+ self.play(FadeOut(A))
+
+ o = TextMobject(r"This is the transformed vector space")
+ o.move_to(2*DOWN)
+ o.scale(0.75)
+ o.add_background_rectangle()
+ self.play(Write(o))
+ self.wait()
+ self.play(FadeOut(o))
+
+ texti = TextMobject(r"$\left[\begin{array}{c}1\\1\end{array}\right]$")
+ textj = TextMobject(r"$\left[\begin{array}{c}-1\\-1\end{array}\right]$")
+ texti.set_color(GREEN)
+ textj.set_color(RED)
+ texti.scale(0.7)
+ textj.scale(0.7)
+ texti.move_to(1.35*RIGHT+0.5*UP)
+ textj.move_to(-(1.5*RIGHT+0.5*UP))
+
+ text1 = TextMobject("[")
+ text2 = TextMobject(r"$\begin{array}{c} 1 \\ 1 \end{array}$")
+ text3 = TextMobject(r"$\begin{array}{c} -1 \\ -1 \end{array}$")
+ text4 = TextMobject("]")
+
+ text2.set_color(GREEN)
+ text3.set_color(RED)
+
+ text1.scale(2)
+ text4.scale(2)
+ text2.scale(0.7)
+ text3.scale(0.7)
+
+ text1.move_to(2.5*UP+6*LEFT)
+ text2.move_to(2.5*UP+5.75*LEFT)
+ text3.move_to(2.5*UP+5.25*LEFT)
+ text4.move_to(2.5*UP+5*LEFT)
+
+ self.play(Write(texti), Write(textj))
+ self.wait()
+ self.play(FadeIn(text1), Transform(texti,text2), Transform(textj,text3), FadeIn(text4))
+ self.wait()
+
+ o = TextMobject(r"Now, you can observe the Image of Linear Transformation")
+ o1 = TextMobject(r"and Column Space(i.e. span of columns of matrix $A$) are same")
+ o.move_to(2.5*DOWN)
+ o1.move_to(3*DOWN)
+ o.scale(0.75)
+ o1.scale(0.75)
+ o.add_background_rectangle()
+ o1.add_background_rectangle()
+ self.play(Write(o))
+ self.play(Write(o1))
+ self.wait()
+ self.play(FadeOut(o),FadeOut(o1))
+
+class solution2nd(LinearTransformationScene):
+ def construct(self):
+
+ self.setup()
+ self.wait()
+
+ arrow1 = Arrow(start = ORIGIN,end = 2*DOWN+RIGHT)
+ arrow2 = Arrow(start = ORIGIN,end = UP+LEFT)
+ arrow3 = Arrow(start = ORIGIN,end = 3*UP+4*RIGHT)
+ arrow1.set_color(YELLOW)
+ arrow2.set_color(ORANGE)
+ arrow3.set_color(PURPLE)
+ arrow1.scale(1.3)
+ arrow2.scale(1.5)
+ arrow3.scale(1.1)
+
+ self.play(ShowCreation(arrow1), ShowCreation(arrow2), ShowCreation(arrow3))
+
+ self.add_transformable_mobject(arrow1)
+ self.add_transformable_mobject(arrow2)
+ self.add_transformable_mobject(arrow3)
+ o = TextMobject(r"Consider any vector in the original vector space $R^2$")
+ o.move_to(2.5*DOWN)
+ o.scale(0.75)
+ o.add_background_rectangle()
+ self.play(Write(o))
+ self.wait()
+ self.play(FadeOut(o))
+
+ A = TextMobject(r"Let the matrix the of this linear transformation be $A$ =",r"$\left[\begin{array}{c c} 1 & -1 \\ 1 & -1 \end{array}\right]$",r" again.")
+ A.move_to(2*DOWN)
+ A.scale(0.75)
+ A.add_background_rectangle()
+ self.play(Write(A))
+ matrix = [[1,-1],[1,-1]]
+ self.apply_matrix(matrix)
+ self.wait()
+ self.play(FadeOut(A))
+
+ o = TextMobject(r"This is the transformed vector space")
+ o.move_to(2*DOWN)
+ o.scale(0.75)
+ o.add_background_rectangle()
+ self.play(Write(o))
+ self.wait()
+ self.play(FadeOut(o))
+
+ o = TextMobject(r"Each and every vector of original vector space $R^2$ will transform")
+ o1 = TextMobject(r"to this new vector space which is spanned by $\mathbf{CS}(A)$")
+ o.move_to(2.5*DOWN)
+ o1.move_to(3*DOWN)
+ o.scale(0.75)
+ o1.scale(0.75)
+ o.add_background_rectangle()
+ o1.add_background_rectangle()
+ self.play(Write(o))
+ self.play(Write(o1))
+ self.wait()
+ self.play(FadeOut(o))
+ self.play(FadeOut(o1)) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file3_solution.py b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file3_solution.py
new file mode 100644
index 0000000..eb310f3
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file3_solution.py
@@ -0,0 +1,77 @@
+from manimlib.imports import *
+class solution(LinearTransformationScene):
+ def construct(self):
+
+ self.setup()
+ self.wait()
+
+ o = TextMobject(r"This is the original vector space $R^2$ (before Linear Transformation)")
+ o.move_to(3*DOWN)
+ o.scale(0.75)
+ o.add_background_rectangle()
+ self.play(Write(o))
+ self.wait()
+ self.play(FadeOut(o))
+
+ A = TextMobject(r"Consider the matrix the of this linear transformation $A$ = $\left[\begin{array}{c c} 1 & -1 \\ 1 & -1 \end{array}\right]$")
+ A.move_to(3*DOWN)
+ A.scale(0.75)
+ A.add_background_rectangle()
+ self.play(Write(A))
+ matrix = [[1,-1],[1,-1]]
+ self.apply_matrix(matrix)
+ self.wait()
+ self.play(FadeOut(A))
+
+ o = TextMobject(r"This is the transformed vector space")
+ o.move_to(3*DOWN)
+ o.scale(0.75)
+ o.add_background_rectangle()
+ self.play(Write(o))
+ self.wait()
+ self.play(FadeOut(o))
+
+ arrow2 = Arrow(start = ORIGIN, end = 2*DOWN+2*LEFT)
+ arrow2.set_color(PURPLE)
+ arrow2.scale(1.2)
+ self.play(ShowCreation(arrow2))
+ self.wait()
+
+ o1 = TextMobject("If the ","vector b"," lies in the transformed vector space")
+ o2 = TextMobject("(the line) then the solution exist")
+ o1.move_to(2.5*DOWN+2*RIGHT)
+ o1[1].set_color(PURPLE)
+ o2.move_to(3*DOWN+2.5*RIGHT)
+ o1.scale(0.75)
+ o2.scale(0.75)
+ o1.add_background_rectangle()
+ o2.add_background_rectangle()
+ self.play(Write(o1))
+ self.play(Write(o2))
+ self.wait()
+ self.play(FadeOut(o1), FadeOut(o2))
+
+ self.play(FadeOut(arrow2))
+
+ arrow1 = Arrow(start = ORIGIN, end = 2*UP+RIGHT)
+ arrow1.set_color(ORANGE)
+ arrow1.scale(1.3)
+ self.play(ShowCreation(arrow1))
+ self.wait()
+
+ o1 = TextMobject("If the ","vector b"," does lies in the transformed")
+ o2 = TextMobject("vector space then the does not solution exist")
+ o1.move_to(2.5*DOWN+2*RIGHT)
+ o1[1].set_color(ORANGE)
+ o2.move_to(3*DOWN+2.5*RIGHT)
+ o1.scale(0.75)
+ o2.scale(0.75)
+ o1.add_background_rectangle()
+ o2.add_background_rectangle()
+ self.play(Write(o1))
+ self.play(Write(o2))
+ self.wait()
+ self.play(FadeOut(o1), FadeOut(o2))
+
+ self.play(FadeOut(arrow1))
+ \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file4_null_space.py b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file4_null_space.py
new file mode 100644
index 0000000..3c52677
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file4_null_space.py
@@ -0,0 +1,91 @@
+from manimlib.imports import *
+class null_space(LinearTransformationScene):
+ def construct(self):
+
+ self.setup()
+ self.wait()
+
+ o = TextMobject(r"This is the original vector space $R^2$(before Linear Transformation)")
+ o.move_to(3*DOWN)
+ o.scale(0.75)
+ o.add_background_rectangle()
+ self.play(Write(o))
+ self.wait()
+ self.play(FadeOut(o))
+
+ o1 = TextMobject("Consider a set of vectors which are linear")
+ o2 = TextMobject(r"span of a particular vector $\left(\begin{array}{c} 1 \\ 1 \end{array}\right)$")
+ o1.move_to(2*DOWN+3*RIGHT)
+ o2.move_to(2.75*DOWN+3*RIGHT)
+ o1.scale(0.7)
+ o2.scale(0.7)
+ o1.add_background_rectangle()
+ o2.add_background_rectangle()
+ self.play(Write(o1))
+ self.play(Write(o2))
+
+ arrow = Arrow(start = ORIGIN, end = UP+RIGHT)
+ arrow1 = Arrow(start = ORIGIN, end = 2*(UP+RIGHT))
+ arrow2 = Arrow(start = ORIGIN, end = 3*(UP+RIGHT))
+ arrow3 = Arrow(start = ORIGIN, end = 4*(UP+RIGHT))
+ arrow4 = Arrow(start = ORIGIN, end = DOWN+LEFT)
+ arrow5 = Arrow(start = ORIGIN, end = 2*(DOWN+LEFT))
+ arrow6 = Arrow(start = ORIGIN, end = 3*(DOWN+LEFT))
+ arrow7 = Arrow(start = ORIGIN, end = 4*(DOWN+LEFT))
+
+ arrow.scale(1.5)
+ arrow1.scale(1.2)
+ arrow2.scale(1.15)
+ arrow3.scale(1.1)
+ arrow4.scale(1.5)
+ arrow5.scale(1.2)
+ arrow6.scale(1.15)
+ arrow7.scale(1.1)
+
+ self.play(ShowCreation(arrow),
+ ShowCreation(arrow1),
+ ShowCreation(arrow2),
+ ShowCreation(arrow3),
+ ShowCreation(arrow4),
+ ShowCreation(arrow5),
+ ShowCreation(arrow6),
+ ShowCreation(arrow7),
+ )
+
+ self.wait(2)
+ self.play(FadeOut(o1), FadeOut(o2))
+
+ self.add_transformable_mobject(arrow)
+ self.add_transformable_mobject(arrow1)
+ self.add_transformable_mobject(arrow2)
+ self.add_transformable_mobject(arrow3)
+ self.add_transformable_mobject(arrow4)
+ self.add_transformable_mobject(arrow5)
+ self.add_transformable_mobject(arrow6)
+ self.add_transformable_mobject(arrow7)
+
+ o1 = TextMobject("Notice, entire set of vectors which belongs to the vector")
+ o2 = TextMobject(r"subspace(Linear Span of $\left(\begin{array}{c} 1 \\ 1 \end{array}\right)$) transforms to zero")
+ o1.move_to(2*DOWN+2.5*RIGHT)
+ o2.move_to(2.75*DOWN+2.5*RIGHT)
+ o1.scale(0.7)
+ o2.scale(0.7)
+ o1.add_background_rectangle()
+ o2.add_background_rectangle()
+ self.play(Write(o1))
+ self.play(Write(o2))
+ self.wait()
+
+ matrix = [[1,-1],[1,-1]]
+ self.apply_matrix(matrix)
+ self.wait()
+
+ self.play(FadeOut(o1), FadeOut(o2))
+
+ o = TextMobject(r"Hence, the vector space formed by linear span of $\left(\begin{array}{c} 1 \\ 1 \end{array}\right)$ is the null space of $A$")
+ o.move_to(3*DOWN)
+ o.scale(0.75)
+ o.add_background_rectangle()
+ self.play(Write(o))
+ self.wait(2)
+ self.play(FadeOut(o), FadeOut(arrow), FadeOut(arrow1), FadeOut(arrow2), FadeOut(arrow3), FadeOut(arrow4), FadeOut(arrow5), FadeOut(arrow6), FadeOut(arrow7))
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file5_Row_Space_part_1.py b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file5_Row_Space_part_1.py
new file mode 100644
index 0000000..5259eb4
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file5_Row_Space_part_1.py
@@ -0,0 +1,68 @@
+from manimlib.imports import *
+class LS(Scene):
+ def construct(self):
+ text1 = TextMobject(r"Consider a matrix $A =$")
+ text2 = TextMobject(r"[")
+ text3 = TextMobject(r"$\begin{array}{c c} 1 & -2\end{array}$")
+ text4 = TextMobject(r"$\begin{array}{c c} 1 & -1\end{array}$")
+ text5 = TextMobject(r"]")
+
+ text2.scale(2)
+ text5.scale(2)
+
+ text1.set_color(DARK_BLUE)
+ text2.set_color(DARK_BLUE)
+ text3.set_color(PURPLE)
+ text4.set_color(YELLOW)
+ text5.set_color(DARK_BLUE)
+
+ text1.move_to(3.5*LEFT+3*UP+2*RIGHT)
+ text2.move_to(0.75*LEFT+3*UP+2*RIGHT)
+ text3.move_to(3.25*UP+2*RIGHT)
+ text4.move_to(2.75*UP+2*RIGHT)
+ text5.move_to(0.75*RIGHT+3*UP+2*RIGHT)
+
+ self.play(FadeIn(text1), FadeIn(text2), FadeIn(text3), FadeIn(text4), FadeIn(text5))
+ self.wait()
+
+ ttext1 = TextMobject(r"$A^T =$")
+ ttext2 = TextMobject(r"[")
+ ttext3 = TextMobject(r"$\begin{array}{c} 1 \\ -2\end{array}$")
+ ttext4 = TextMobject(r"$\begin{array}{c} 1 \\ -1\end{array}$")
+ ttext5 = TextMobject(r"]")
+
+ ttext2.scale(2)
+ ttext5.scale(2)
+
+ ttext1.set_color(DARK_BLUE)
+ ttext2.set_color(DARK_BLUE)
+ ttext3.set_color(PURPLE)
+ ttext4.set_color(YELLOW)
+ ttext5.set_color(DARK_BLUE)
+
+ ttext1.move_to(2*LEFT+1.5*UP+2*RIGHT)
+ ttext2.move_to(1*LEFT+1.5*UP+2*RIGHT)
+ ttext3.move_to(0.5*LEFT+1.5*UP+2*RIGHT)
+ ttext4.move_to(0.5*RIGHT+1.5*UP+2*RIGHT)
+ ttext5.move_to(1*RIGHT+1.5*UP+2*RIGHT)
+
+ self.play(FadeIn(ttext1), FadeIn(ttext2), FadeIn(ttext3), FadeIn(ttext4), FadeIn(ttext5))
+
+ rtext = TextMobject(r"Row Space of $A$ = Column Space of $A^T = a_1$",r"$\left[\begin{array}{c} 1 \\ -2\end{array}\right]$",r"$+a_2$",r"$\left[\begin{array}{c} 1 \\ -1\end{array}\right]$")
+ rtext[1].set_color(PURPLE)
+ rtext[3].set_color(YELLOW)
+ rtext.move_to(2*DOWN+1.5*LEFT)
+ rtext.scale(0.75)
+
+ self.play(Write(rtext))
+ self.wait()
+
+ arrow1 = Arrow(start = 1.5*RIGHT+UP, end = 1.25*(DOWN+RIGHT))
+ arrow2 = Arrow(start = 2.5*RIGHT+UP, end = 1.25*DOWN+3.25*RIGHT)
+ arrow1.scale(1.25)
+ arrow2.scale(1.25)
+ arrow1.set_color(PURPLE)
+ arrow2.set_color(YELLOW)
+
+ self.play(ShowCreation(arrow1), ShowCreation(arrow2))
+ self.wait(2)
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file6_Row_Space_part_2.py b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file6_Row_Space_part_2.py
new file mode 100644
index 0000000..b16a32a
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file6_Row_Space_part_2.py
@@ -0,0 +1,145 @@
+from manimlib.imports import *
+
+class Row_Space(Scene):
+ def construct(self):
+
+ Heading = TextMobject("Row Space")
+ defn1 = TextMobject("Definition 1: Row Space of a matrix is the linear combination of the rows of that matrix.")
+ defn2 = TextMobject("Definition 2: It is a vector space generated by a linear combination of the columns of $A^{T}$.")
+ equivalent = TextMobject(r"Definition 1 $\equiv$ Definition 2")
+
+ Heading.move_to(2*UP)
+ Heading.set_color(color = DARK_BLUE)
+
+ defn1.move_to(UP)
+ defn1.scale(0.75)
+
+ defn2.scale(0.75)
+
+ equivalent.move_to(DOWN)
+
+ self.play(Write(Heading))
+ self.play(Write(defn1))
+ self.play(Write(defn2))
+ self.play(Write(equivalent))
+
+ self.wait(2)
+ self.play(FadeOut(Heading),FadeOut(defn1),FadeOut(defn2),ApplyMethod(equivalent.move_to,2*UP))
+
+ how = TextMobject("Let us see, How?")
+ how.move_to(UP)
+ self.play(Write(how))
+ self.play(FadeOut(equivalent),FadeOut(how))
+
+ A = TextMobject(r"$A = $",r"$\left( \begin{array}{c c c} 1 & 2 & 1 \\ 1 & 3 & 1 \\ 2 & 1 & 4 \\ 3 & 2 & 3 \end{array} \right)$")
+ A.move_to(2*UP+3*LEFT)
+ A[1].set_color(color = DARK_BLUE)
+ A.scale(0.80)
+
+ self.play(Write(A))
+
+ rows = TextMobject(r"Rows of A $\rightarrow$",
+ r"$\left( \begin{array}{c c c} 1 & 2 & 1 \end{array} \right)$,",
+ r"$ \left( \begin{array}{c c c} 1 & 3 & 1 \end{array} \right)$,",
+ r"$\left( \begin{array}{c c c} 2 & 1 & 4 \end{array} \right)$,",
+ r"$ \left( \begin{array}{c c c} 3 & 2 & 3 \end{array} \right)$")
+ rows.scale(0.75)
+ rows[1:5].set_color(DARK_BLUE)
+ self.play(Write(rows))
+
+ ac_defn1 = TextMobject("According to Definition 1 : ")
+ ac_defn1.move_to(DOWN)
+
+ RS_A = TextMobject(r"Row Space of $A = x_{1}$",
+ r"$\left( \begin{array}{c c c} 1 & 2 & 1 \end{array} \right)$",
+ r"$+x_{2}$",
+ r"$ \left( \begin{array}{c c c} 1 & 3 & 1 \end{array} \right)$",
+ r"$ + x_{3}$",
+ r"$\left( \begin{array}{c c c} 2 & 1 & 4 \end{array} \right)$",
+ r"$+x_{4}$",
+ r"$ \left( \begin{array}{c c c} 3 & 2 & 3 \end{array} \right)$")
+ RS_A.move_to(DOWN+DOWN)
+ RS_A[6].move_to(2*DOWN+DOWN)
+ RS_A[7].move_to(2*DOWN+2*RIGHT+DOWN)
+ RS_A[1].set_color(color = DARK_BLUE)
+ RS_A[3].set_color(color = DARK_BLUE)
+ RS_A[5].set_color(color = DARK_BLUE)
+ RS_A[7].set_color(color = DARK_BLUE)
+ RS_A.scale(0.75)
+
+ self.play(FadeOut(rows[0]),Transform(rows[1],RS_A[1]),Transform(rows[2],RS_A[3]),Transform(rows[3],RS_A[5]),Transform(rows[4],RS_A[7]))
+ self.play(FadeIn(ac_defn1), Write(RS_A))
+ self.wait(1)
+
+ self.play(FadeOut(rows[1]), FadeOut(rows[2]), FadeOut(rows[3]), FadeOut(rows[4]), FadeOut(RS_A), FadeOut(ac_defn1))
+
+ A_T = TextMobject(r"$A^{T} = $",r"$\left( \begin{array}{c c c c} 1 & 1 & 2 & 3 \\ 2 & 3 & 1 & 2 \\ 1 & 1 & 4 & 3 \end{array} \right)$")
+ A_T.move_to(2*UP+3*RIGHT)
+ A_T[1].set_color(color = DARK_BLUE)
+ A_T.scale(0.80)
+
+ self.play(Write(A_T))
+
+ change1 = TextMobject(r"Rows of $A\equiv$ Columns of $A^{T}$")
+ change2 = TextMobject(r"Columns of $A\equiv$ Rows of $A^{T}$")
+ change2.move_to(DOWN)
+
+ change3 = TextMobject(r"Row Space of $A$ = Linear Combination of",r"Rows","of",r"A")
+ change3.move_to(2*DOWN)
+ change3[1].set_color(DARK_BLUE)
+ change3[3].set_color(DARK_BLUE)
+
+ self.play(Write(change1))
+ self.play(Write(change2))
+ self.play(Write(change3))
+
+ columns = TextMobject("Columns")
+ columns.scale(0.6)
+ columns.set_color(DARK_BLUE)
+ columns.move_to(2*DOWN+4.1*RIGHT)
+
+ a = TextMobject(r"$A^{T}$")
+ a.set_color(DARK_BLUE)
+ a.move_to(1.95*DOWN+5.6*RIGHT)
+
+ self.wait(0.5)
+
+ self.play(Transform(change3[1],columns), Transform(change3[3],a))
+
+ equal = TextMobject(r"= Column Space($A^{T}$)")
+ equal.move_to(3*DOWN+0.5*RIGHT)
+
+ self.play(Write(equal))
+
+ self.play(FadeOut(A_T), FadeOut(change1), FadeOut(change2), FadeOut(change3), FadeOut(A), FadeOut(equal))
+
+ ac_defn1.move_to(3*UP)
+ RS_A.move_to(1.5*UP)
+ RS_A[6].move_to(UP)
+ RS_A[7].move_to(UP+1.5*RIGHT)
+
+ self.play(Write(RS_A),FadeIn(ac_defn1))
+
+ CS_AT = TextMobject(r"Row Space of $A = x_{1}$",
+ r"$\left( \begin{array}{c} 1 \\ 2 \\ 1 \end{array} \right)$",
+ r"$+x_{2}$",
+ r"$ \left( \begin{array}{c} 1 \\ 3 \\ 1 \end{array} \right)$",
+ r"$ + x_{3}$",
+ r"$\left( \begin{array}{c} 2 \\ 1 \\ 4 \end{array} \right)$",
+ r"$+x_{4}$",
+ r"$ \left( \begin{array}{c} 3 \\ 2 \\ 3 \end{array} \right)$")
+ CS_AT.move_to(1.5*DOWN)
+ CS_AT[1].set_color(color = DARK_BLUE)
+ CS_AT[3].set_color(color = DARK_BLUE)
+ CS_AT[5].set_color(color = DARK_BLUE)
+ CS_AT[7].set_color(color = DARK_BLUE)
+ CS_AT.scale(0.75)
+
+ ac_defn2 = TextMobject("According to Definition 2 : ")
+ equivalent = TextMobject(r"Hence, Definition 1 $\equiv$ Definition 2")
+ equivalent.move_to(3*DOWN)
+
+ self.play(Write(CS_AT),FadeIn(ac_defn2))
+ self.play(Write(equivalent))
+
+ self.wait()
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file7_Row_space_Orthogonal_Complements.py b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file7_Row_space_Orthogonal_Complements.py
new file mode 100644
index 0000000..c81d370
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file7_Row_space_Orthogonal_Complements.py
@@ -0,0 +1,150 @@
+from manimlib.imports import *
+class row_space(LinearTransformationScene):
+ def construct(self):
+
+ self.setup()
+ self.wait()
+
+ o = TextMobject(r"This is the original vector space $R^2$(before Linear Transformation)")
+ o.move_to(DOWN)
+ o.scale(0.75)
+ o.add_background_rectangle()
+ self.play(Write(o))
+ self.wait()
+ self.play(FadeOut(o))
+
+ o1 = TextMobject("Consider a set of vectors which are linear")
+ o2 = TextMobject(r"span of a $\left(\begin{array}{c} 1 \\ 1 \end{array}\right)$i.e. the null space.")
+ o1.move_to(2*DOWN+3*RIGHT)
+ o2.move_to(2.75*DOWN+3*RIGHT)
+ o1.scale(0.7)
+ o2.scale(0.7)
+ o1.add_background_rectangle()
+ o2.add_background_rectangle()
+ self.play(Write(o1))
+ self.play(Write(o2))
+
+ arrow = Arrow(start = ORIGIN, end = UP+RIGHT)
+ arrow.set_color(YELLOW)
+ arrow1 = Arrow(start = ORIGIN, end = 2*(UP+RIGHT))
+ arrow1.set_color(YELLOW)
+ arrow2 = Arrow(start = ORIGIN, end = 3*(UP+RIGHT))
+ arrow2.set_color(YELLOW)
+ arrow3 = Arrow(start = ORIGIN, end = 4*(UP+RIGHT))
+ arrow3.set_color(YELLOW)
+ arrow4 = Arrow(start = ORIGIN, end = DOWN+LEFT)
+ arrow4.set_color(YELLOW)
+ arrow5 = Arrow(start = ORIGIN, end = 2*(DOWN+LEFT))
+ arrow5.set_color(YELLOW)
+ arrow6 = Arrow(start = ORIGIN, end = 3*(DOWN+LEFT))
+ arrow6.set_color(YELLOW)
+ arrow7 = Arrow(start = ORIGIN, end = 4*(DOWN+LEFT))
+ arrow7.set_color(YELLOW)
+
+ arrow.scale(1.5)
+ arrow1.scale(1.2)
+ arrow2.scale(1.15)
+ arrow3.scale(1.1)
+ arrow4.scale(1.5)
+ arrow5.scale(1.2)
+ arrow6.scale(1.15)
+ arrow7.scale(1.1)
+
+ self.play(ShowCreation(arrow),
+ ShowCreation(arrow1),
+ ShowCreation(arrow2),
+ ShowCreation(arrow3),
+ ShowCreation(arrow4),
+ ShowCreation(arrow5),
+ ShowCreation(arrow6),
+ ShowCreation(arrow7),
+ )
+
+ self.wait(2)
+ self.play(FadeOut(o1), FadeOut(o2))
+
+ o1 = TextMobject("Consider a set of vectors which are linear")
+ o2 = TextMobject(r"span of a $\left(\begin{array}{c} 1 \\ -1 \end{array}\right)$i.e. the row space.")
+ o1.move_to(2*DOWN+3*RIGHT)
+ o2.move_to(2.75*DOWN+3*RIGHT)
+ o1.scale(0.7)
+ o2.scale(0.7)
+ o1.add_background_rectangle()
+ o2.add_background_rectangle()
+ self.play(Write(o1))
+ self.play(Write(o2))
+
+ rarrow = Arrow(start = ORIGIN, end = -UP+RIGHT)
+ rarrow.set_color(PURPLE)
+ rarrow1 = Arrow(start = ORIGIN, end = 2*(-UP+RIGHT))
+ rarrow1.set_color(PURPLE)
+ rarrow2 = Arrow(start = ORIGIN, end = 3*(-UP+RIGHT))
+ rarrow2.set_color(PURPLE)
+ rarrow3 = Arrow(start = ORIGIN, end = 4*(-UP+RIGHT))
+ rarrow3.set_color(PURPLE)
+ rarrow4 = Arrow(start = ORIGIN, end = -DOWN+LEFT)
+ rarrow4.set_color(PURPLE)
+ rarrow5 = Arrow(start = ORIGIN, end = 2*(-DOWN+LEFT))
+ rarrow5.set_color(PURPLE)
+ rarrow6 = Arrow(start = ORIGIN, end = 3*(-DOWN+LEFT))
+ rarrow6.set_color(PURPLE)
+ rarrow7 = Arrow(start = ORIGIN, end = 4*(-DOWN+LEFT))
+ rarrow7.set_color(PURPLE)
+
+ rarrow.scale(1.5)
+ rarrow1.scale(1.2)
+ rarrow2.scale(1.15)
+ rarrow3.scale(1.1)
+ rarrow4.scale(1.5)
+ rarrow5.scale(1.2)
+ rarrow6.scale(1.15)
+ rarrow7.scale(1.1)
+
+ self.play(ShowCreation(rarrow),
+ ShowCreation(rarrow1),
+ ShowCreation(rarrow2),
+ ShowCreation(rarrow3),
+ ShowCreation(rarrow4),
+ ShowCreation(rarrow5),
+ ShowCreation(rarrow6),
+ ShowCreation(rarrow7),
+ )
+
+ self.wait(2)
+ self.play(FadeOut(o1), FadeOut(o2))
+
+ self.add_transformable_mobject(arrow)
+ self.add_transformable_mobject(arrow1)
+ self.add_transformable_mobject(arrow2)
+ self.add_transformable_mobject(arrow3)
+ self.add_transformable_mobject(arrow4)
+ self.add_transformable_mobject(arrow5)
+ self.add_transformable_mobject(arrow6)
+ self.add_transformable_mobject(arrow7)
+
+ self.add_transformable_mobject(rarrow)
+ self.add_transformable_mobject(rarrow1)
+ self.add_transformable_mobject(rarrow2)
+ self.add_transformable_mobject(rarrow3)
+ self.add_transformable_mobject(rarrow4)
+ self.add_transformable_mobject(rarrow5)
+ self.add_transformable_mobject(rarrow6)
+ self.add_transformable_mobject(rarrow7)
+
+ o1 = TextMobject("Notice, entire set of vectors which belong to the null space of $A$ transforms to zero")
+ o2 = TextMobject(r"and entire set of vectors which belong to the row space of $A$ transforms to column space of $A$.")
+ o1.move_to(2.5*DOWN)
+ o2.move_to(3.5*DOWN)
+ o1.scale(0.7)
+ o2.scale(0.7)
+ o1.add_background_rectangle()
+ o2.add_background_rectangle()
+ self.play(Write(o1))
+ self.play(Write(o2))
+ self.wait()
+
+ matrix = [[1,-1],[1,-1]]
+ self.apply_matrix(matrix)
+ self.wait(3)
+
+ self.play(FadeOut(o1), FadeOut(o2)) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file8_Left_Null_Space.py b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file8_Left_Null_Space.py
new file mode 100755
index 0000000..fd05e75
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file8_Left_Null_Space.py
@@ -0,0 +1,26 @@
+from manimlib.imports import *
+
+class Left_Null_Space(Scene):
+ def construct(self):
+
+ A = TextMobject(r"Left Null Space of A")
+ A.move_to(3*UP)
+ defn = TextMobject(r"It is a vector space that consists of all the solution $x$ to the equation $A^{T}x=0$")
+ defn.move_to(2*UP)
+ defn.scale(0.75)
+ eqn1 = TextMobject(r"$A^{T}x=0 \cdots (i)$")
+ eqn1.move_to(UP)
+ self.play(Write(A), Write(defn), Write(eqn1),run_time=1)
+ statement = TextMobject(r"Taking transpose of eqn $(i)$")
+ eqn = TextMobject(r"$(A^{T}x)^{T}=0$")
+ eqn.move_to(DOWN)
+ eqn2 = TextMobject(r"$x^{T}(A^{T})^{T}=0$")
+ eqn2.move_to(DOWN)
+ eqn3 = TextMobject(r"$x^{T}A=0$")
+ eqn3.move_to(DOWN)
+ self.play(Write(statement),Write(eqn),run_time=1)
+ self.wait(0.5)
+ self.play(Transform(eqn,eqn2),run_time=1)
+ self.wait(0.5)
+ self.play(Transform(eqn,eqn3),run_time=1)
+ self.wait(0.5) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file9_left_null_space.py b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file9_left_null_space.py
new file mode 100644
index 0000000..61285be
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Four-Fundamental-Subspaces/file9_left_null_space.py
@@ -0,0 +1,186 @@
+from manimlib.imports import *
+class row_space(LinearTransformationScene):
+ def construct(self):
+
+ self.setup()
+ self.wait()
+
+ o = TextMobject(r"This is the original vector space $R^2$(before Linear Transformation)")
+ o.move_to(DOWN)
+ o.scale(0.75)
+ o.add_background_rectangle()
+ self.play(Write(o))
+ self.wait()
+ self.play(FadeOut(o))
+
+ o1 = TextMobject("Consider a set of vectors which are linear")
+ o2 = TextMobject(r"span of a $\left(\begin{array}{c} 1 \\ 1 \end{array}\right)$i.e. the null space.")
+ o1.move_to(2*DOWN+3*RIGHT)
+ o2.move_to(2.75*DOWN+3*RIGHT)
+ o1.scale(0.7)
+ o2.scale(0.7)
+ o1.add_background_rectangle()
+ o2.add_background_rectangle()
+ self.play(Write(o1))
+ self.play(Write(o2))
+
+ arrow = Arrow(start = ORIGIN, end = UP+RIGHT)
+ arrow.set_color(YELLOW)
+ arrow1 = Arrow(start = ORIGIN, end = 2*(UP+RIGHT))
+ arrow1.set_color(YELLOW)
+ arrow2 = Arrow(start = ORIGIN, end = 3*(UP+RIGHT))
+ arrow2.set_color(YELLOW)
+ arrow3 = Arrow(start = ORIGIN, end = 4*(UP+RIGHT))
+ arrow3.set_color(YELLOW)
+ arrow4 = Arrow(start = ORIGIN, end = DOWN+LEFT)
+ arrow4.set_color(YELLOW)
+ arrow5 = Arrow(start = ORIGIN, end = 2*(DOWN+LEFT))
+ arrow5.set_color(YELLOW)
+ arrow6 = Arrow(start = ORIGIN, end = 3*(DOWN+LEFT))
+ arrow6.set_color(YELLOW)
+ arrow7 = Arrow(start = ORIGIN, end = 4*(DOWN+LEFT))
+ arrow7.set_color(YELLOW)
+
+ arrow.scale(1.5)
+ arrow1.scale(1.2)
+ arrow2.scale(1.15)
+ arrow3.scale(1.1)
+ arrow4.scale(1.5)
+ arrow5.scale(1.2)
+ arrow6.scale(1.15)
+ arrow7.scale(1.1)
+
+ self.play(ShowCreation(arrow),
+ ShowCreation(arrow1),
+ ShowCreation(arrow2),
+ ShowCreation(arrow3),
+ ShowCreation(arrow4),
+ ShowCreation(arrow5),
+ ShowCreation(arrow6),
+ ShowCreation(arrow7),
+ )
+
+ self.wait(2)
+ self.play(FadeOut(o1), FadeOut(o2))
+
+ o1 = TextMobject("Consider a set of vectors which are linear")
+ o2 = TextMobject(r"span of a vector $\left(\begin{array}{c} 1 \\ -1 \end{array}\right)$i.e. the row space.")
+ o1.move_to(2*DOWN+3*RIGHT)
+ o2.move_to(2.75*DOWN+3*RIGHT)
+ o1.scale(0.7)
+ o2.scale(0.7)
+ o1.add_background_rectangle()
+ o2.add_background_rectangle()
+ self.play(Write(o1))
+ self.play(Write(o2))
+
+ rarrow = Arrow(start = ORIGIN, end = -UP+RIGHT)
+ rarrow.set_color(PURPLE)
+ rarrow1 = Arrow(start = ORIGIN, end = 2*(-UP+RIGHT))
+ rarrow1.set_color(PURPLE)
+ rarrow2 = Arrow(start = ORIGIN, end = 3*(-UP+RIGHT))
+ rarrow2.set_color(PURPLE)
+ rarrow3 = Arrow(start = ORIGIN, end = 4*(-UP+RIGHT))
+ rarrow3.set_color(PURPLE)
+ rarrow4 = Arrow(start = ORIGIN, end = -DOWN+LEFT)
+ rarrow4.set_color(PURPLE)
+ rarrow5 = Arrow(start = ORIGIN, end = 2*(-DOWN+LEFT))
+ rarrow5.set_color(PURPLE)
+ rarrow6 = Arrow(start = ORIGIN, end = 3*(-DOWN+LEFT))
+ rarrow6.set_color(PURPLE)
+ rarrow7 = Arrow(start = ORIGIN, end = 4*(-DOWN+LEFT))
+ rarrow7.set_color(PURPLE)
+
+ rarrow.scale(1.5)
+ rarrow1.scale(1.2)
+ rarrow2.scale(1.15)
+ rarrow3.scale(1.1)
+ rarrow4.scale(1.5)
+ rarrow5.scale(1.2)
+ rarrow6.scale(1.15)
+ rarrow7.scale(1.1)
+
+ self.play(ShowCreation(rarrow),
+ ShowCreation(rarrow1),
+ ShowCreation(rarrow2),
+ ShowCreation(rarrow3),
+ ShowCreation(rarrow4),
+ ShowCreation(rarrow5),
+ ShowCreation(rarrow6),
+ ShowCreation(rarrow7),
+ )
+
+ self.wait(2)
+ self.play(FadeOut(o1), FadeOut(o2))
+
+ self.add_transformable_mobject(arrow)
+ self.add_transformable_mobject(arrow1)
+ self.add_transformable_mobject(arrow2)
+ self.add_transformable_mobject(arrow3)
+ self.add_transformable_mobject(arrow4)
+ self.add_transformable_mobject(arrow5)
+ self.add_transformable_mobject(arrow6)
+ self.add_transformable_mobject(arrow7)
+
+ self.add_transformable_mobject(rarrow)
+ self.add_transformable_mobject(rarrow1)
+ self.add_transformable_mobject(rarrow2)
+ self.add_transformable_mobject(rarrow3)
+ self.add_transformable_mobject(rarrow4)
+ self.add_transformable_mobject(rarrow5)
+ self.add_transformable_mobject(rarrow6)
+ self.add_transformable_mobject(rarrow7)
+
+ matrix = [[1,-1],[1,-1]]
+ self.apply_matrix(matrix)
+ self.wait(3)
+
+ o1 = TextMobject("Consider a set of vectors which are linear span of a vector")
+ o2 = TextMobject(r"$\left(\begin{array}{c} 1 \\ -1 \end{array}\right)$ which is orthogonal to column space i.e. Left Null Space")
+ o1.move_to(2*DOWN)
+ o2.move_to(2.75*DOWN)
+ o1.scale(0.7)
+ o2.scale(0.7)
+ o1.add_background_rectangle()
+ o2.add_background_rectangle()
+ self.play(Write(o1))
+ self.play(Write(o2))
+
+ rarrow = Arrow(start = ORIGIN, end = -UP+RIGHT)
+ rarrow.set_color(YELLOW)
+ rarrow1 = Arrow(start = ORIGIN, end = 2*(-UP+RIGHT))
+ rarrow1.set_color(YELLOW)
+ rarrow2 = Arrow(start = ORIGIN, end = 3*(-UP+RIGHT))
+ rarrow2.set_color(YELLOW)
+ rarrow3 = Arrow(start = ORIGIN, end = 4*(-UP+RIGHT))
+ rarrow3.set_color(YELLOW)
+ rarrow4 = Arrow(start = ORIGIN, end = -DOWN+LEFT)
+ rarrow4.set_color(YELLOW)
+ rarrow5 = Arrow(start = ORIGIN, end = 2*(-DOWN+LEFT))
+ rarrow5.set_color(YELLOW)
+ rarrow6 = Arrow(start = ORIGIN, end = 3*(-DOWN+LEFT))
+ rarrow6.set_color(YELLOW)
+ rarrow7 = Arrow(start = ORIGIN, end = 4*(-DOWN+LEFT))
+ rarrow7.set_color(YELLOW)
+
+ rarrow.scale(1.5)
+ rarrow1.scale(1.2)
+ rarrow2.scale(1.15)
+ rarrow3.scale(1.1)
+ rarrow4.scale(1.5)
+ rarrow5.scale(1.2)
+ rarrow6.scale(1.15)
+ rarrow7.scale(1.1)
+
+ self.play(ShowCreation(rarrow),
+ ShowCreation(rarrow1),
+ ShowCreation(rarrow2),
+ ShowCreation(rarrow3),
+ ShowCreation(rarrow4),
+ ShowCreation(rarrow5),
+ ShowCreation(rarrow6),
+ ShowCreation(rarrow7),
+ )
+
+ self.wait(2)
+ self.play(FadeOut(o1), FadeOut(o2))
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/README.md b/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/README.md
new file mode 100644
index 0000000..9d49b4f
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/README.md
@@ -0,0 +1,9 @@
+# Contributer: Archit Sangal
+My Github Account : <a href="https://github.com/architsangal">architsangal</a> (https://github.com/architsangal)
+<br/></br>
+
+## Sub-Topics Covered:
++ The Rank-Nullity Theorem
+
+#### Video 1: Visually understanding linear transformation(using grid)
+![GIF1](file2.gif) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file.txt b/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file.txt
new file mode 100644
index 0000000..5c48a13
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file.txt
@@ -0,0 +1,3 @@
+file 'RN_Line.mp4'
+file 'RN_Point.mp4'
+file 'RN_SameDim.mp4'
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file1_RN_Theorem.py b/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file1_RN_Theorem.py
new file mode 100755
index 0000000..e54276c
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file1_RN_Theorem.py
@@ -0,0 +1,97 @@
+from manimlib.imports import *
+class RN_Line(LinearTransformationScene):
+ def construct(self):
+
+ self.setup()
+ self.wait()
+
+ predim = TextMobject("Dimension of this vector space is 2")
+ predim.move_to(DOWN+4*LEFT)
+ predim.scale(0.75)
+ predim.add_background_rectangle()
+ self.play(Write(predim))
+ self.wait()
+ self.play(FadeOut(predim))
+
+ afterlt = TextMobject("After Linear transformation")
+ afterlt.move_to(DOWN+4*LEFT)
+ afterlt.scale(0.75)
+ afterlt.add_background_rectangle()
+
+ afterlt2 = TextMobject("Dimension of the vector space","changes to 1")
+ afterlt2[0].move_to(1.5*DOWN+4*LEFT)
+ afterlt2[1].move_to(2*DOWN+4*LEFT)
+ afterlt2.scale(0.75)
+ afterlt2.add_background_rectangle()
+ matrix = [[1,1],[1,1]]
+ self.apply_matrix(matrix)
+ self.play(Write(afterlt))
+ self.play(Write(afterlt2))
+ self.wait()
+ nullity = TextMobject("Hence, nullity = 1")
+ nullity.move_to(DOWN+4*LEFT)
+ self.play(FadeOut(afterlt),FadeOut(afterlt2),Write(nullity))
+ self.wait(1)
+ self.play(FadeOut(nullity))
+
+class RN_Point(LinearTransformationScene):
+ def construct(self):
+ self.setup()
+ self.wait()
+ predim = TextMobject("Another One")
+ predim.move_to(DOWN+4*LEFT)
+ predim.scale(0.75)
+ predim.add_background_rectangle()
+ self.play(Write(predim))
+ self.wait()
+ self.play(FadeOut(predim))
+ afterlt = TextMobject("After Linear transformation")
+ afterlt.move_to(DOWN+4*LEFT)
+ afterlt.scale(0.75)
+ afterlt.add_background_rectangle()
+ afterlt2 = TextMobject("Dimension of the vector space","changes to 0")
+ afterlt2[0].move_to(1.5*DOWN+4*LEFT)
+ afterlt2[1].move_to(2*DOWN+4*LEFT)
+ afterlt2.scale(0.75)
+ afterlt2.add_background_rectangle()
+ matrix = [[0,0],[0,0]]
+ self.apply_matrix(matrix)
+ self.play(Write(afterlt))
+ self.play(Write(afterlt2))
+ self.wait()
+ nullity = TextMobject("Hence, nullity = 2")
+ nullity.move_to(DOWN+4*LEFT)
+ self.play(FadeOut(afterlt),FadeOut(afterlt2),Write(nullity))
+ self.wait(1)
+ self.play(FadeOut(nullity))
+
+class RN_SameDim(LinearTransformationScene):
+ def construct(self):
+ self.setup()
+ self.wait()
+ predim = TextMobject("Let us look at another example")
+ predim.add_background_rectangle()
+ predim.move_to(DOWN+4*LEFT)
+ predim.scale(0.75)
+ self.play(Write(predim))
+ self.wait()
+ self.play(FadeOut(predim))
+ afterlt = TextMobject("After Linear transformation")
+ afterlt.move_to(DOWN+4*LEFT)
+ afterlt.scale(0.75)
+ afterlt.add_background_rectangle()
+ afterlt2 = TextMobject("Dimension of the vector space","remains to be 2")
+ afterlt2[0].move_to(1.5*DOWN+4*LEFT)
+ afterlt2[1].move_to(2*DOWN+4*LEFT)
+ afterlt2.scale(0.75)
+ afterlt2.add_background_rectangle()
+ matrix = [[1,1],[0,1]]
+ self.apply_matrix(matrix)
+ self.play(Write(afterlt))
+ self.play(Write(afterlt2))
+ self.wait()
+ nullity = TextMobject("Hence, nullity = 0")
+ nullity.move_to(DOWN+4*LEFT)
+ self.play(FadeOut(afterlt),FadeOut(afterlt2),Write(nullity))
+ self.wait(1)
+ self.play(FadeOut(nullity)) \ No newline at end of file
diff --git a/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file2.gif b/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file2.gif
new file mode 100644
index 0000000..46efc66
--- /dev/null
+++ b/FSF-2020/linear-algebra/linear-transformations/The-Rank-Nullity-Theorem/file2.gif
Binary files differ