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

Published: (December 31, 2025 at 06:00 AM EST)
1 min read

Source: Towards Data Science

Gradient Descent Variants

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 beco…

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