Deep Convolutional Neural Networks

WEBSITE: databookuw.com This lecture considers the use and implementation of deep convolutional neural networks, one of the most commonly used tools for image processing and analysis.

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MIT 6.S191: Convolutional Neural Networks
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MIT 6.S191: Convolutional Neural Networks

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

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

The Stochastic Gradient Descent Algorithm
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The Stochastic Gradient Descent Algorithm

How CNNs Work (Convolutional Neural Nets)
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How CNNs Work (Convolutional Neural Nets)

The Backpropagation Algorithm
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The Backpropagation Algorithm

A friendly introduction to Convolutional Neural Networks and Image Recognition
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A friendly introduction to Convolutional Neural Networks and Image Recognition

1: Introduction to Neural Networks and Deep Learning; Training Deep NNs
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1: Introduction to Neural Networks and Deep Learning; Training Deep NNs

Supervised versus Unsupervised Learning
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Supervised versus Unsupervised Learning

But what is a convolution?
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But what is a convolution?

Neural Networks for Dynamical Systems
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Neural Networks for Dynamical Systems

How convolutional neural networks work, in depth
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How convolutional neural networks work, in depth

MIT 6.S191 (2023): Convolutional Neural Networks
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MIT 6.S191 (2023): Convolutional Neural Networks

Turing Award Winner: Disagreeing with Google, Postgres, Future Problems | Mike Stonebraker
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Turing Award Winner: Disagreeing with Google, Postgres, Future Problems | Mike Stonebraker

AlphaFold - The Most Useful Thing AI Has Ever Done
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AlphaFold - The Most Useful Thing AI Has Ever Done

Nonlinear Regression and Gradient Descent
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Nonlinear Regression and Gradient Descent

Data Assimilation lecture 1
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Data Assimilation lecture 1

Deep Learning to Discover Coordinates for Dynamics: Autoencoders & Physics Informed Machine Learning
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Deep Learning to Discover Coordinates for Dynamics: Autoencoders & Physics Informed Machine Learning

The Essential Main Ideas of Neural Networks
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The Essential Main Ideas of Neural Networks

Neural Networks Part 8: Image Classification with Convolutional Neural Networks (CNNs)
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Neural Networks Part 8: Image Classification with Convolutional Neural Networks (CNNs)