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MIT 6.S191: Convolutional Neural Networks

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Alexander Amini

MIT Introduction to Deep Learning 6.S191: Lecture 3
Convolutional Neural Networks for Computer Vision
Lecturer: Alexander Amini
* New 2024 Edition *

For all lectures, slides, and lab materials: http://introtodeeplearning.com​

Lecture Outline
0:00​ Introduction
2:45​ Amazing applications of vision
4:56 What computers "see"
13:09 Learning visual features
18:53​ Feature extraction and convolution
22:12 The convolution operation
28:38​ Convolution neural networks
37:10​ Nonlinearity and pooling
41:23 Endtoend code example
43:21​ Applications
46:14 Object detection
57:10 Endtoend self driving cars
1:06:15​ Summary

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