Bump compats and update tutorials for Optimization v4 #1072

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Run time

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Job	Run time
test (Layers, 1)	19m 36s
test (Layers, 1.10)	18m 48s
test (BasicNeuralDE, 1)	36m 21s
test (BasicNeuralDE, 1.10)	34m 36s
test (AdvancedNeuralDE, 1)	27m 14s
test (AdvancedNeuralDE, 1.10)	27m 31s
test (Newton, 1)	16m 38s
test (Newton, 1.10)	16m 26s
test (QA, 1)	14m 49s
test (QA, 1.10)	14m 44s
	3h 46m 43s