Neural Networks Video Lectures [YKG]

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Torrent Hash :	E046BCA3BC837053D1609EF33D623EE5C5AF7300
Torrent Added :	1 Year+ in Other - Other
Torrent Size :	6.15 GB
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Neural Networks Video Lectures [YKG]
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Torrent File Content (92 files)

neural_nets_larochelle
Neural networks [1.1] - Feedforward neural network - artificial neuron-SGZ6BttHMPw.mp4 -

56.14 MB

Neural networks [1.2] - Feedforward neural network - activation function-tCHIkgWZLOQ.mp4 -

41.89 MB

Neural networks [1.3] - Feedforward neural network - capacity of single neuron-iT5P4z6Fzj8.mp4 -

22.61 MB

Neural networks [1.4] - Feedforward neural network - multilayer neural network-apPiZd-qnZ8.mp4 -

45.9 MB

Neural networks [1.5] - Feedforward neural network - capacity of neural network-O4I7dQC4VtU.mp4 -

26.88 MB

Neural networks [1.6] - Feedforward neural network - biological inspiration-cuJ4IC5_pGs.mp4 -

110.72 MB

Neural networks [10.10] - Natural language processing - multitask learning-ciNBQupWsAc.mp4 -

129.74 MB

Neural networks [10.11] - Natural language processing - recursive network-AqEF2HIMjYA.mp4 -

47.55 MB

Neural networks [10.12] - Natural language processing - merging representations-gPNPINa7PaM.mp4 -

29.86 MB

Neural networks [10.13] - Natural language processing - tree inference-NJozqoejJnA.mp4 -

95.98 MB

Neural networks [10.14] - Natural language processing - recursive network training-oRxgRHJztPI.mp4 -

83.3 MB

Neural networks [10.1] - Natural language processing - motivation-OzZIOiMVUyM.mp4 -

18.82 MB

Neural networks [10.2] - Natural language processing - preprocessing-jcrhYEYwO9k.mp4 -

57.68 MB

Neural networks [10.3] - Natural language processing - one-hot encoding-iZ3e_cifP7Y.mp4 -

49.54 MB

Neural networks [10.4] - Natural language processing - word representations-PKszi8iogak.mp4 -

68.17 MB

Neural networks [10.5] - Natural language processing - language modeling-iGmHnICXDss.mp4 -

54.8 MB

Neural networks [10.6] - Natural language processing - neural network language model-FoDz01QNSiY.mp4 -

104.48 MB

Neural networks [10.7] - Natural language processing - hierarchical output layer-B95LTf2rVWM.mp4 -

112.01 MB

Neural networks [10.8] - Natural language processing - word tagging-pCLIo4Z-PsM.mp4 -

88.17 MB

Neural networks [10.9] - Natural language processing - convolutional network-6jCDUQ-e-fY.mp4 -

103.81 MB

Neural networks [2.10] - Training neural networks - model selection-Fs-raHUnF2M.mp4 -

65.93 MB

Neural networks [2.11] - Training neural networks - optimization-Bver7Ttgb9M.mp4 -

119.87 MB

Neural networks [2.1] - Training neural networks - empirical risk minimization-5adNQvSlF50.mp4 -

65.64 MB

Neural networks [2.2] - Training neural networks - loss function-PpFTODTztsU.mp4 -

28.51 MB

Neural networks [2.3] - Training neural networks - output layer gradient-1N837i4s1T8.mp4 -

44.36 MB

Neural networks [2.4] - Training neural networks - hidden layer gradient-xFhM_Kwqw48.mp4 -

99.34 MB

Neural networks [2.5] - Training neural networks - activation function derivative-tf9p1xQbWNM.mp4 -

23.37 MB

Neural networks [2.6] - Training neural networks - parameter gradient-p5tL2JqCRDo.mp4 -

31.21 MB

Neural networks [2.7] - Training neural networks - backpropagation-_KoWTD8T45Q.mp4 -

91.9 MB

Neural networks [2.8] - Training neural networks - regularization-JfkbyODyujw.mp4 -

78.37 MB

Neural networks [2.9] - Training neural networks - parameter initialization-sLfogkzFNfc.mp4 -

48.59 MB

Neural networks [3.10] - Conditional random fields - belief propagation--z5lKPHcumo.mp4 -

199.68 MB

Neural networks [3.1] - Conditional random fields - motivation-GF3iSJkgPbA.mp4 -

27.13 MB

Neural networks [3.2] - Conditional random fields - linear chain CRF-PGBlyKtfB74.mp4 -

59.3 MB

Neural networks [3.3] - Conditional random fields - context window-G4lnHc2M1CA.mp4 -

73.82 MB

Neural networks [3.4] - Conditional random fields - computing the partition function-fGdXkVv1qNQ.mp4 -

136.36 MB

Neural networks [3.5] - Conditional random fields - computing marginals-hjkwp-eDwt8.mp4 -

55.32 MB

Neural networks [3.6] - Conditional random fields - performing classification-pQJvX9U-MyE.mp4 -

98.05 MB

Neural networks [3.7] - Conditional random fields - factors, sufficient statistics and linear CRF-uXV2an9TdJY.mp4 -

69.88 MB

Neural networks [3.8] - Conditional random fields - Markov network-ZYUnyyVgtyA.mp4 -

68.34 MB

Neural networks [3.9] - Conditional random fields - factor graph-Q5GTCHVsHXY.mp4 -

40.9 MB

Neural networks [4.1] - Training CRFs - loss function-6dpGB60Q1Ts.mp4 -

33.86 MB

Neural networks [4.2] - Training CRFs - unary log-factor gradient-fU2W7KRoS2U.mp4 -

71.55 MB

Neural networks [4.3] - Training CRFs - pairwise log-factor gradient-1W2lkcGV2Zo.mp4 -

47.28 MB

Neural networks [4.4] - Training CRFs - discriminative vs. generative learning-MD4mY3Zj5E4.mp4 -

54.04 MB

Neural networks [4.5] - Training CRFs - maximum-entropy Markov model-aMi2xnYEwbc.mp4 -

71.03 MB

Neural networks [4.6] - Training CRFs - hidden Markov model-jdlJfM707MM.mp4 -

34.78 MB

Neural networks [4.7] - Training CRFs - general conditional random field-QY9k7tJistU.mp4 -

52.48 MB

Neural networks [4.8] - Training CRFs - pseudolikelihood-ltRT1m7vaBU.mp4 -

41.68 MB

Neural networks [5.1] - Restricted Boltzmann machine - definition-p4Vh_zMw-HQ.mp4 -

96.98 MB

Description

 							By - Hugo Larochelle	
  
  List of topics covered in the course:
  
 
Introduction and math revision
  Feedforward neural network
  Training neural networks
  Conditional
random fields
  Training CRFs
  Restricted Boltzmann machine
  Autoencoders
  Deep learning
 
Sparse coding
  Computer vision
  Natural language processing

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Neural Networks Video Lectures [YKG]

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