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Neural Network Interpretability Fundamentals

Activation Maximization, Sensitivity Analysis, & More

Andre Ye
Towards Data Science
7 min readJul 15, 2020

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Neural Networks are the pinnacle of machine learning: they can model extremely complex functions by matching it with an equally complex structure. Full of nonlinearities and information propagation streams, the mindset with data scientists has often been “what we gain in power we sacrifice with…

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