Download Udemy - Unsupervised Deep Learning in Python - TUTSEM Torrent

Udemy - Unsupervised Deep Learning in Python - TUTSEM

01 Introduction and Outline

001 Introduction and Outline.mp4	MP4	3.27 MB
002 Where does this course fit into your deep learning studies.mp4	MP4	5.18 MB
003 How to Succeed in this Course.mp4	MP4	9.52 MB

02 Principal Components Analysis

004 What does PCA do.mp4	MP4	11.49 MB
005 PCA derivation.mp4	MP4	6.66 MB
006 MNIST visualization finding the optimal number of principal components.mp4	MP4	9.38 MB
007 PCA objective function.mp4	MP4	3.68 MB

03 t-SNE t-distributed Stochastic Neighbor Embedding

04 Autoencoders

012 Autoencoders.mp4	MP4	5.82 MB
013 Denoising Autoencoders.mp4	MP4	3.43 MB
014 Stacked Autoencoders.mp4	MP4	6.6 MB
015 Writing the autoencoder class in code Theano.mp4	MP4	38.51 MB
016 Testing our Autoencoder Theano.mp4	MP4	11.36 MB
017 Writing the deep neural network class in code Theano.mp4	MP4	41.96 MB
018 Autoencoder in Code Tensorflow.mp4	MP4	24.45 MB
019 Testing greedy layer-wise autoencoder training vs. pure backpropagation.mp4	MP4	18.53 MB
020 Cross Entropy vs. KL Divergence.mp4	MP4	7.41 MB
021 Deep Autoencoder Visualization Description.mp4	MP4	2.45 MB
022 Deep Autoencoder Visualization in Code.mp4	MP4	27.85 MB

05 Restricted Boltzmann Machines

023 Restricted Boltzmann Machine Theory.mp4	MP4	14.38 MB
024 Deriving Conditional Probabilities from Joint Probability.mp4	MP4	9.37 MB
025 Contrastive Divergence for RBM Training.mp4	MP4	4.84 MB
026 RBM in Code Theano with Greedy Layer-Wise Training on MNIST.mp4	MP4	47.76 MB
027 RBM in Code Tensorflow.mp4	MP4	13.7 MB

06 The Vanishing Gradient Problem

	028 The Vanishing Gradient Problem Description.mp4	MP4	5.2 MB
	029 The Vanishing Gradient Problem Demo in Code.mp4	MP4	31.29 MB

07 Extras Visualizing what features a neural network has learned

030 Exercises on feature visualization and interpretation.mp4	MP4	3.75 MB
031 BONUS Where to get Udemy coupons and FREE deep learning material.mp4	MP4	2.23 MB
032 BONUS How to derive the free energy formula.mp4	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	MP4	3.93 MB
034 BONUS Latent Semantic Analysis in Code.mp4	MP4	25.61 MB
035 BONUS Application of t-SNE K-Means Finding Clusters of Related Words.mp4	MP4	25.98 MB

09 Appendix

036 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4	MP4	43.92 MB
037 How to Code by Yourself part 1.mp4	MP4	24.53 MB
038 How to Code by Yourself part 2.mp4	MP4	14.8 MB

TUTSEM.COM.txt

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Tutsem.com.lnk

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Udemy - Unsupervised Deep Learning in Python - TUTSEM

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