An overview of gradient descent optimization algorithms

sebastianruder.com

Warning: drink ☕ before reading!

Gradient descent is the grandfather of all optimization algorithms. The fundamental insight is fairly straightforward and falls directly out of calculus (finding the slope at a point on a curve), but there are many different algorithmic implementations and all have their own trade-offs. 

This is an important topic, and I've never seen a better primer.

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