Bump compats and update tutorials for Optimization v4 #1080

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Run time

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Job	Run time
test (Layers, 1)	28m 1s
test (Layers, 1.10)	20m 11s
test (BasicNeuralDE, 1)	39m 29s
test (BasicNeuralDE, 1.10)	39m 35s
test (AdvancedNeuralDE, 1)	33m 57s
test (AdvancedNeuralDE, 1.10)	26m 50s
test (Newton, 1)	20m 47s
test (Newton, 1.10)	16m 23s
test (QA, 1)	20m 46s
test (QA, 1.10)	16m 45s
	4h 22m 44s