Hulu Beijing
Hulu Beijing
Nov 16, 2017 · Artificial Intelligence

How to Verify Gradient Implementations: A Practical Optimization Exercise

This article introduces optimization as a core of machine learning, explains the challenges of large‑scale non‑convex problems, and presents a hands‑on gradient verification exercise that shows how to use objective‑value computations to confirm gradient correctness.

Adam optimizerOptimizationgradient verification
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How to Verify Gradient Implementations: A Practical Optimization Exercise