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+**Gradient_file1_analogy.py** <br>
+![Gradient_file1_analogy.py](Gradient_file1_analogy.gif)
+**Gradient_file2_input-output.py** <br>
+![Gradient_file2_input-output.py](Gradient_file2_input-output.gif)
+**Gradient_file3_input-output2.py** <br>
+![Gradient_file3_input-output2.py](Gradient_file3_input-output2.gif)
+**Gradient_file4_why-partials.py** <br>
+![Gradient_file4_why-partials.py](Gradient_file4_why-partials.gif)
+**Gradient_file5_contour-lines-and-map.ipynb** <br>
+![Gradient_file5_contour-lines-and-map.ipynb](Gradient_file5_contour-lines-and-map.png)
+**Gradient_file6_surf-contour-plot.ipynb** <br>
+![Gradient_file6_surf-contour-plot.ipynb](Gradient_file6_surf-contour-plot.png)
+**Gradient_file7_missiles.py** <br>
+![Gradient_file7_missiles.py](Gradient_file7_missiles.gif)
+**Gradient_file8_fluid-flow.py** <br>
+![Gradient_file8_fluid-flow.py](Gradient_file8_fluid-flow.gif)
+
+
+