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The Stochastic Gradient Descent Algorithm

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Nathan Kutz

WEBSITE: databookuw.com

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

posted by incalminss8

Deep Convolutional Neural Networks

Deep Convolutional Neural Networks

6.1 Stochastic Gradient Descent Intro

6.1 Stochastic Gradient Descent Intro

The Backpropagation Algorithm

The Backpropagation Algorithm

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

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

Gradient Descent From Scratch in Python Visual Explanation

Gradient Descent From Scratch in Python Visual Explanation

Gradient descent, Newton's method

Gradient descent, Newton's method

Neural Networks: 1Layer Networks

Neural Networks: 1Layer Networks

22. Gradient Descent: Downhill to a Minimum

22. Gradient Descent: Downhill to a Minimum

Gradient Descent | Neural Networks

Gradient Descent | Neural Networks

Gappy POD

Gappy POD

Optimization as the cornerstone of regression

Optimization as the cornerstone of regression

Building the Gradient Descent Algorithm in 15 Minutes | Coding Challenge

Building the Gradient Descent Algorithm in 15 Minutes | Coding Challenge

MultiLayer Networks and Activation Functions

MultiLayer Networks and Activation Functions

Optimization for Deep Learning (Momentum, RMSprop, AdaGrad, Adam)

Optimization for Deep Learning (Momentum, RMSprop, AdaGrad, Adam)

Stochastic Gradient Descent Explained with Python Code and Example

Stochastic Gradient Descent Explained with Python Code and Example

Unsupervised Learning: Mixture Models

Unsupervised Learning: Mixture Models

Supervised Learning and Support Vector Machines

Supervised Learning and Support Vector Machines

Deep Learning(CS7015): Lec 5.6 Stochastic And MiniBatch Gradient Descent

Deep Learning(CS7015): Lec 5.6 Stochastic And MiniBatch Gradient Descent

Intro to Gradient Descent || Optimizing HighDimensional Equations

Intro to Gradient Descent || Optimizing HighDimensional Equations

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

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

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