MIT 6.S191 (2023): Convolutional Neural Networks

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2023-03-24に共有

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: 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 - Non-linearity and pooling
40:07 - End-to-end code example
41:23 - Applications
43:18 - Object detection
51:36 - End-to-end self driving cars
54:08 - Summary

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コメント (21)

@nynaevealmeera 1年前

We are so lucky to be alive at a time when we can attend these types of lectures for free <3
@gondwana6303 1年前

Here's what I love about your lectures: You give the intuition and logic behind the architectures and this helps a lot as opposed to the stone tablet thrown down from the heavens approach. Not only is this important for learning but it also stimulates intuition for the next set of innovations!
@axel1rose 1年前

This entire series on Deep Learning is a great pleasure to listen to and brainstorm about. There are limitless possibilities for AI applications, and I'm highly inspired for some of them.
@Rashminagpal 1年前

Such a brilliant session! I am totally in the awe of this course, and loved the way Dr. Alex dissects the concepts in simplified way!
@hoami8320 1年前

I'm self-studying deep learning without going through any school so I need sharers like you . thank you very much!
@Nestorghh 1年前

the videos, slides and explanation keep getting better.
@labjujube 1年前

Thank you very much for sharing!
@nikteshy9131 1年前

Thanks Alex Amini and MIT ) 🥰😊
@shahidulislamzahid 1年前

we are waiting Thanks Alex Amini
@md.sabbirrahmanakash7083 1年前

Thank you for uploading this video ❤
@akashmechanical 1年前

It's unbelievable that you're doing this for free. Thanks a lot Sir. Your explanation is very clear and in an easy manner. Thanks again Sir.
@avivg643 8ヶ月前

Thank you so much for this lecture!
@bhairavphukan3267 1年前

Hello Alex! It’s great to join your class here 👍
@manutube500 10ヶ月前

Great Lecture. Thank you very much!
@MuhammadAltaf146 1年前

I am in awe. You have delivered these concepts so beautifully that I didn't need to look up into other resources. I have recently made a switch to this field and you happened to be my biggest motivator to pursue it further. Thank you.
@aritraroy4275 1年前

Wow !! Really awesome lecture Alex sir . Nice explanation with perfect slides
@karakusali 1年前

we are waiting excitingly 😀
@Antagon666 9ヶ月前

This presentation is really well put together.
@bestnews576 1年前

Thanks sir for this wonderful explanation.
@nizarnizo7225 1年前

The Convolutional Neural Network, one of my Passion and with MIT is an ART