MIT Introduction to Deep Learning 6.S191: Lecture 3
Convolutional Neural Networks for Computer Vision
Lecturer: Alexander Amini
2023 Edition
For all lectures, slides, and lab materials: http://introtodeeplearning.com
Lecture Outline
0:00 Introduction
2:37 Amazing applications of vision
5:35 What computers "see"
12:38 Learning visual features
17:51 Feature extraction and convolution
22:23 The convolution operation
27:30 Convolution neural networks
34:29 Nonlinearity and pooling
40:07 Endtoend code example
41:23 Applications
43:18 Object detection
51:36 Endtoend self driving cars
54:08 Summary
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