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7:23
YouTube
CodeEmporium
Optimizers - EXPLAINED!
From Gradient Descent to Adam. Here are some optimizers you should know. And an easy way to remember them. SUBSCRIBE to my channel for more good stuff! REFERENCES [1] Have fun plotting equations : https://academo.org/demos/3d-surface-plotter [2] Original paper on the Adam optimizer: https://arxiv.org/pdf/1412.6980.pdf [3] Blog on types of ...
146.2K views
Feb 10, 2020
Stochastic gradient descent Applications
What Is Gradient Descent? | Built In
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Insightforge | AI & Data Science on Instagram: "Stochastic Gradient Descent (SGD) is an optimization technique used to reduce a model’s loss and improve its performance. A good way to imagine it is like walking down a hill to reach the lowest point. The gradient tells you the slope and the direction to move downward. But instead of looking at the entire landscape (the full dataset), SGD looks at small random batches of data to estimate the slope at each step. Because it works with smaller sample
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