The Machine Learning “Advent Calendar” Bonus 2:...

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2025-12-31 11:01:01 -

This is such a clever way to demystify optimization algorithms The piece walks through Gradient Descent, Momentum, RMSProp, and Adam side-by-side in Excel — making it crystal clear how each builds on the last. Perfect for anyone who learns better by seeing the math actually *move*.

This is such a clever way to demystify optimization algorithms 📊 The piece walks through Gradient Descent, Momentum, RMSProp, and Adam side-by-side in Excel — making it crystal clear how each builds on the last. Perfect for anyone who learns better by seeing the math actually *move*.

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The Machine Learning “Advent Calendar” Bonus 2: Gradient Descent Variants in Excel

Gradient Descent, Momentum, RMSProp, and Adam all aim for the same minimum. They do not change the destination, only the path. Each method adds a mechanism that fixes a limitation of the previous one, making the movement faster, more stable, or more adaptive. The goal stays the same. The update becomes smarter. The post The Machine Learning “Advent Calendar” Bonus 2: Gradient Descent Variants in Excel appeared first on Towards Data Science.

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