MIT 6.S191: Convolutional Neural Networks

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: 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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[@husseinekeita8909]

Thank you for sharing quality content like this for free for several years

[@DreamBuilders-rq6km]

Thanks for sharing this knowledge. Be blessed

[@PerceptronsAI]

I wanted to extend my sincere thanks for the wonderful lecture you delivered on Deep Learning.

[@karterel4562]

thank for sharing that course , that's so usefull !

[@woodworkingaspirations1720]

Waiting patiently

[@AshokKumar-mg1wx]

That's the spirit

[@ghaithal-refai4550]

Thank you very much, it is a great lecture. I hope that you develop the lectures over the years as it seems to be the same contents. topics like pretrained models and knowledge transfer, YOLO might be good to be added to CNN

[@MySouvik]

While sliding window is good, YoLo outperforms Faster RCNN and is generally considered state of the art for object detection

[@genkideska4486]

Waiting ..

[@samiragh63]

Cant wait...

[@htoorutube]

Software Lab 1 still not made available, when will that happen?

[@RajeevKumar-dq4ct]

It is published now

[@4threich166]

Where is the software lab?

[@jorgeguiragossian8488]

Have any of the labs been published yet?

[@RajeevKumar-dq4ct]

yes

[@shahriarahmadfahim6457]

But the lab between Lecture 2 and 3 is still not published in the website?

[@benjaminy.]

I think it is not their practice to publish their lab work

[@RajeevKumar-dq4ct]

It has been published now

[@tmcgraw]

right?

[@abdelazizeabdullahelsouday8118]

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thanks in advance.

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