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Dec 24, 2021 · Artificial Intelligence
Understanding Neural Network Predictions with Integrated Gradients
This article introduces the Integrated Gradients (IG) method for explaining deep neural networks, compares it with saliency maps and Shapley‑based approaches, discusses its axiomatic foundations, and provides a step‑by‑step guide to implementing IG using the open‑source TruLens library, including custom baselines and attribution measures.
Attribution MethodsDeep LearningIntegrated Gradients
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