Interpreting PyTorch models with Captum
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7 min read
Interpret PyTorch models with Captum.
Model Interpretation
Learn about different techniques allowing you to interpret the behaviour of your Machine Learning and Deep Learning models.
Local Model Interpretation: An Introduction
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6 min read
Local model interpretation is a set of techniques aimed at answering questions like: Why did the model make this specific prediction? What effect did this specific feature value have on the prediction?
Hands-on Global Model Interpretation
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7 min read
Global model interpretation is a set of techniques that helps us to answer questions like how does a model behave in general? What features drive predictions and what features are completely useless for your cause.
Introduction to Machine Learning Model Interpretation
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7 min read
Regardless of what problem you are solving an interpretable model will always be preferred because both the end-user and your boss/co-workers can understand what your model is really doing.
About
Gilbert Tanner is a Robotics, Systems and Control student at ETH Zürich.
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