MIT 6.S191 (2024): Convolutional Neural Networks

Опубликовано: 12 Июнь 2026
на канале: Alexander Amini

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MIT Introduction to Deep Learning 6.S191: Lecture 3
Convolutional Neural Networks for Computer Vision
Lecturer: Alexander Amini
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 - Non-linearity and pooling
41:23 - End-to-end code example
43:21 - Applications
46:14 - Object detection
57:10 - End-to-end self driving cars
1:06:15 - Summary

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