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The Stochastic Gradient Descent Algorithm

WEBSITE: databookuw.com This lecture highlights the workhorse algorithm for optimization of parameters and weights in a neural network: the stochastic gradient descent algorithm.

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25. Stochastic Gradient Descent
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25. Stochastic Gradient Descent

Nonlinear Regression and Gradient Descent
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Nonlinear Regression and Gradient Descent

Neural Networks:   1-Layer Networks
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Neural Networks: 1-Layer Networks

Stochastic Gradient Descent vs Batch Gradient Descent vs Mini Batch Gradient Descent |DL Tutorial 14
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Stochastic Gradient Descent vs Batch Gradient Descent vs Mini Batch Gradient Descent |DL Tutorial 14

The Backpropagation Algorithm
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The Backpropagation Algorithm

Gradient Descent, Step-by-Step
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Gradient Descent, Step-by-Step

Neural Networks for Dynamical Systems
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Neural Networks for Dynamical Systems

Gradient Descent With Momentum (C2W2L06)
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Gradient Descent With Momentum (C2W2L06)

Multi-Layer Networks and Activation Functions
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Multi-Layer Networks and Activation Functions

Mini Batch Gradient Descent (C2W2L01)
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Mini Batch Gradient Descent (C2W2L01)

Who's Adam and What's He Optimizing? | Deep Dive into Optimizers for Machine Learning!
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Who's Adam and What's He Optimizing? | Deep Dive into Optimizers for Machine Learning!

Deep Convolutional Neural Networks
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Deep Convolutional Neural Networks

Stochastic Gradient Descent, Clearly Explained!!!
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Stochastic Gradient Descent, Clearly Explained!!!

Optimization as the cornerstone of regression
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Optimization as the cornerstone of regression

Optimal Basis Elements:  The POD Expansion
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Optimal Basis Elements: The POD Expansion

Gradient descent, how neural networks learn | Deep Learning Chapter 2
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Gradient descent, how neural networks learn | Deep Learning Chapter 2

Deep Learning(CS7015): Lec 5.6 Stochastic And Mini-Batch Gradient Descent
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Deep Learning(CS7015): Lec 5.6 Stochastic And Mini-Batch Gradient Descent

Stochastic Gradient Descent (SGD): Classical Convergence Theorem
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Stochastic Gradient Descent (SGD): Classical Convergence Theorem

Feature Selection and Data Mining
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Feature Selection and Data Mining

The Strange Math That Predicts (Almost) Anything
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The Strange Math That Predicts (Almost) Anything

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