Deep Learning: Core Ideas from Probability to Transformers

Name: Deep Learning: Core Ideas from Probability to Transformers
Uploaded: 2026-06-26T16:28:37.383Z
Duration: 297 s
Description: A visual tour of the fundamental ideas behind deep learning: probability and information theory, maximum likelihood estimation, neural networks…

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Deep Learning: Core Ideas from Probability to Transformers

0:00 / 4:56

Opening

0:00 - 0:18

Probability & Information Theory

0:18 - 0:51

MLE & Loss Functions

0:51 - 1:26

Neural Networks & Depth

1:26 - 2:11

Backpropagation & Optimization

2:11 - 2:52

Regularization

2:52 - 3:21

Convolutional Neural Networks

3:21 - 3:53

RNNs & Transformers

3:53 - 4:38

Closing

4:38 - 4:56