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 # Week 11 - Functions + Density Estimation
 
-<img src="img/13_2_a.png" height="600">
+<img src="img/13_2_a.png" height="500">
 
-<img src="img/13_b_a.png" height="600">
+<img src="img/13_2_b.png" height="500">
diff --git a/week12/README.MD b/week12/README.MD
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 ## Rosenbrock search with Nelder Mead
 
-<img src="img/grad_descent.jpg" height="600">
+<img src="img/nelder_mead.jpg" height="500">
 
 ## Rosenbrock search with Gradient Descent
 
 Had to add pretty substantial inertia to get all the way to the edge of the banana
 
-<img src="img/grad_descent.jpg" height="600">
+<img src="img/grad_descent.jpg" height="500">
 
 ## Rosenbrock search with CMA_ES
 
 Using the nicely packaged cmaes library here
 
-<img src="img/cmaes_rosenbrock.gif" height="400">
+<img src="img/cmaes_rosenbrock.gif" height="500">
 
 To be sure I searched a parabola as well:
 
-<img src="img/parabolic_rosenbrock.gif" height="400">
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+<img src="img/cmaes_parabola.gif" height="500">
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