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Udemy - Unsupervised Deep Learning in Python - TUTSEM

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Udemy - Unsupervised Deep Learning in Python - TUTSEM (Size: 556.36 MB)
  01 Introduction and Outline
  001 Introduction and Outline.mp4 3.27 MB
  002 Where does this course fit into your deep learning studies.mp4 5.18 MB
  003 How to Succeed in this Course.mp4 9.52 MB
  02 Principal Components Analysis
  004 What does PCA do.mp4 11.49 MB
  005 PCA derivation.mp4 6.66 MB
  006 MNIST visualization finding the optimal number of principal components.mp4 9.38 MB
  007 PCA objective function.mp4 3.68 MB
  03 t-SNE t-distributed Stochastic Neighbor Embedding
  008 t-SNE Theory.mp4 7.9 MB
  009 t-SNE on the Donut.mp4 15.1 MB
  010 t-SNE on XOR.mp4 9.31 MB
  011 t-SNE on MNIST.mp4 4.34 MB
  04 Autoencoders
  012 Autoencoders.mp4 5.82 MB
  013 Denoising Autoencoders.mp4 3.43 MB
  014 Stacked Autoencoders.mp4 6.6 MB
  015 Writing the autoencoder class in code Theano.mp4 38.51 MB
  016 Testing our Autoencoder Theano.mp4 11.36 MB
  017 Writing the deep neural network class in code Theano.mp4 41.96 MB
  018 Autoencoder in Code Tensorflow.mp4 24.45 MB
  019 Testing greedy layer-wise autoencoder training vs. pure backpropagation.mp4 18.53 MB
  020 Cross Entropy vs. KL Divergence.mp4 7.41 MB
  021 Deep Autoencoder Visualization Description.mp4 2.45 MB
  022 Deep Autoencoder Visualization in Code.mp4 27.85 MB
  05 Restricted Boltzmann Machines
  023 Restricted Boltzmann Machine Theory.mp4 14.38 MB
  024 Deriving Conditional Probabilities from Joint Probability.mp4 9.37 MB
  025 Contrastive Divergence for RBM Training.mp4 4.84 MB
  026 RBM in Code Theano with Greedy Layer-Wise Training on MNIST.mp4 47.76 MB
  027 RBM in Code Tensorflow.mp4 13.7 MB
  06 The Vanishing Gradient Problem
  028 The Vanishing Gradient Problem Description.mp4 5.2 MB
  029 The Vanishing Gradient Problem Demo in Code.mp4 31.29 MB
  07 Extras Visualizing what features a neural network has learned
  030 Exercises on feature visualization and interpretation.mp4 3.75 MB
  031 BONUS Where to get Udemy coupons and FREE deep learning material.mp4 2.23 MB
  032 BONUS How to derive the free energy formula.mp4 10.88 MB
  08 BONUS Application of PCA SVD to NLP Natural Language Processing
  033 BONUS Application of PCA and SVD to NLP Natural Language Processing.mp4 3.93 MB
  034 BONUS Latent Semantic Analysis in Code.mp4 25.61 MB
  035 BONUS Application of t-SNE K-Means Finding Clusters of Related Words.mp4 25.98 MB
  09 Appendix
  036 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4 43.92 MB
  037 How to Code by Yourself part 1.mp4 24.53 MB
  038 How to Code by Yourself part 2.mp4 14.8 MB
  TUTSEM.COM.txt 317 B
  Torrent downloaded from bt-scene.cc.txt 275 B
  Torrent_downloaded_from_Demonoid_-_www.demonoid.pw_.txt 59 B
  Tutsem.com.lnk 2.72 KB

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www.tutsem.com
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