Intro to Deep Learning -- L12 Intro to Convolutional Neural Networks (Part 1) [Stat453, SS20]

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Introduces the main ideas behind Convolutional Neural Networks (CNNs). The topics are:

Challenges of Image Classification
Convolutional Neural Network Basics
CNN Architectures
What a CNN Can See
CNNs in PyTorch
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0. Overview: 7:25
1. Challenges of Image Classification: 10:37
2. Convolutional Neural Network Basics: 18:16
3. CNN Architectures: 50:31
4. What a CNN Can See: 1:04:23
5. CNNs in PyTorch: 1:07:57

Comment: Parts of the lecture were fast-paced than usual.

gireeshbogu
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When will you teach this course again? I am really interested to see the other lectures that were unrecorded. Many thanks in advance!

mikhaeldito
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Finally you are here. Thank you for this series. Looking forward for your lectures

rohitupadhyay
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Thankyou sir...i was looking for lectures on CNN

bevaiktsho
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Finally see the author talk in real time!! This feels surreal.

ReneeSLiu-zxtj
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Is it possible that you can record a short video about using free GPU for projects? THX

lilytian