https://gilberttanner.com/tag/model-interpretation/ Recent content in Model Interpretation on Gilbert Tanner Hugo en-us Mon, 16 Dec 2019 08:52:47 +0000 https://gilberttanner.com/blog/interpreting-pytorch-models-with-captum/ Mon, 16 Dec 2019 08:52:47 +0000 https://gilberttanner.com/blog/interpreting-pytorch-models-with-captum/ Interpret PyTorch models with Captum. https://gilberttanner.com/blog/local-model-interpretation-an-introduction/ Sun, 18 Aug 2019 10:00:00 +0000 https://gilberttanner.com/blog/local-model-interpretation-an-introduction/ 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? https://gilberttanner.com/blog/hands-on-global-model-interpretation/ Mon, 05 Aug 2019 10:00:00 +0000 https://gilberttanner.com/blog/hands-on-global-model-interpretation/ 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. https://gilberttanner.com/blog/introduction-to-machine-learning-model-interpretation/ Mon, 13 May 2019 19:34:00 +0000 https://gilberttanner.com/blog/introduction-to-machine-learning-model-interpretation/ 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.