Mediaserver - dlc-video-1-1-from-anns-to-deep-learning

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Mediaserver - dlc-video-1-1-from-anns-to-deep-learning

Collection

Deep learning course

1

dlc-video-7-3-denoising-autoencoders

François Fleuret

Tuesday 23 February 2021

2

dlc-video-7-4-VAE

François Fleuret

Tuesday 23 February 2021

3

dlc-video-8-1-CV-tasks

François Fleuret

Tuesday 23 February 2021

4

dlc-video-8-2-image-classification

François Fleuret

Tuesday 23 February 2021

5

dlc-video-8-3-object-detection

François Fleuret

Tuesday 23 February 2021

6

dlc-video-8-4-segmentation

François Fleuret

Tuesday 23 February 2021

7

dlc-video-8-5-dataloader-and-surgery

François Fleuret

Tuesday 23 February 2021

8

dlc-video-9-1-looking-at-parameters

François Fleuret

Tuesday 23 February 2021

9

dlc-video-9-2-looking-at-activations

François Fleuret

Tuesday 23 February 2021

10

dlc-video-9-3-visualizing-in-input

François Fleuret

Tuesday 23 February 2021

11

dlc-video-9-4-optimizing-inputs

François Fleuret

Tuesday 23 February 2021

12

dlc-video-10-1-autoregression

François Fleuret

Tuesday 23 February 2021

13

dlc-video-10-2-causal-convolutions

François Fleuret

Tuesday 23 February 2021

14

dlc-video-10-3-NVP

François Fleuret

Tuesday 23 February 2021

15

dlc-video-11-1-GAN

François Fleuret

Tuesday 23 February 2021

16

dlc-video-11-2-Wasserstein-GAN

François Fleuret

Tuesday 23 February 2021

17

dlc-video-11-3-conditional-GAN

François Fleuret

Tuesday 23 February 2021

18

dlc-video-11-4-persistence

François Fleuret

Tuesday 23 February 2021

19

dlc-video-12-1-RNN-basics

François Fleuret

Tuesday 23 February 2021

20

dlc-video-12-2-LSTM-and-GRU

François Fleuret

Tuesday 23 February 2021

21

dlc-video-12-3-word-embeddings-and-translation

François Fleuret

Tuesday 23 February 2021

22

dlc-video-13-1-attention-memory-translation

François Fleuret

Tuesday 23 February 2021

23

dlc-video-13-2-attention-mechanisms

François Fleuret

Tuesday 23 February 2021

24

dlc-video-13-3-transformers

François Fleuret

Tuesday 23 February 2021

25

dlc-video-4-1-DAG-networks

François Fleuret

Tuesday 23 February 2021

26

dlc-video-4-2-autograd

François Fleuret

Tuesday 23 February 2021

27

dlc-video-4-3-modules-and-batch-processing

François Fleuret

Tuesday 23 February 2021

28

dlc-video-4-4-convolutions

François Fleuret

Tuesday 23 February 2021

29

dlc-video-4-5-pooling

François Fleuret

Tuesday 23 February 2021

30

dlc-video-4-6-writing-a-module

François Fleuret

Tuesday 23 February 2021

31

dlc-video-5-1-cross-entropy-loss

François Fleuret

Tuesday 23 February 2021

32

dlc-video-5-2-SGD

François Fleuret

Tuesday 23 February 2021

33

dlc-video-5-3-optim

François Fleuret

Tuesday 23 February 2021

34

dlc-video-5-4-l2-l1-penalties

François Fleuret

Tuesday 23 February 2021

35

dlc-video-5-5-initialization

François Fleuret

Tuesday 23 February 2021

36

dlc-video-5-6-architecture-and-training

François Fleuret

Tuesday 23 February 2021

37

dlc-video-5-7-writing-an-autograd-function

François Fleuret

Tuesday 23 February 2021

38

dlc-video-6-1-benefits-of-depth

François Fleuret

Tuesday 23 February 2021

39

dlc-video-6-2-rectifiers

François Fleuret

Tuesday 23 February 2021

40

dlc-video-6-3-dropout

François Fleuret

Tuesday 23 February 2021

41

dlc-video-6-4-batch-normalization

François Fleuret

Tuesday 23 February 2021

42

dlc-video-6-5-residual-networks

François Fleuret

Tuesday 23 February 2021

43

dlc-video-6-6-using-GPUs

François Fleuret

Tuesday 23 February 2021

44

dlc-video-7-1-transposed-convolutions

François Fleuret

Tuesday 23 February 2021

45

dlc-video-7-2-autoencoders

François Fleuret

Tuesday 23 February 2021

46

dlc-video-1-1-from-anns-to-deep-learning

François Fleuret

Wednesday 24 February 2021

47

dlc-video-1-2-current-success

François Fleuret

Wednesday 24 February 2021

48

dlc-video-1-3-what-is-happening

François Fleuret

Wednesday 24 February 2021

49

dlc-video-1-4-tensors-and-linear-regression

François Fleuret

Wednesday 24 February 2021

50

dlc-video-1-5-high-dimension-tensors

François Fleuret

Wednesday 24 February 2021

51

dlc-video-1-6-tensor-internals

François Fleuret

Wednesday 24 February 2021

52

dlc-video-2-1-loss-and-risk

François Fleuret

Wednesday 24 February 2021

53

dlc-video-2-2-overfitting

François Fleuret

Wednesday 24 February 2021

54

dlc-video-2-3-bias-variance-dilemma

François Fleuret

Wednesday 24 February 2021

55

dlc-video-2-4-evaluation-protocols

François Fleuret

Wednesday 24 February 2021

56

dlc-video-2-5-basic-embeddings

François Fleuret

Wednesday 24 February 2021

57

dlc-video-3-1-perceptron

François Fleuret

Friday 5 March 2021

58

dlc-video-3-2-LDA

François Fleuret

Friday 5 March 2021

59

dlc-video-3-3-features

François Fleuret

Friday 5 March 2021

60

dlc-video-3-4-MLP

François Fleuret

Friday 5 March 2021

61

dlc-video-3-5-gradient-descent

François Fleuret

Saturday 6 March 2021

62

dlc-video-3-6-backprop

François Fleuret

Saturday 6 March 2021