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1. (Legacy) Restricted Boltzmann Machine Theory.mp4
|
MP4
|
14.4 MB
|
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1. (Legacy) Restricted Boltzmann Machine Theory.vtt
|
VTT
|
10.4 KB
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1. (Review) Theano Basics.mp4
|
MP4
|
93.4 MB
|
|
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1. (Review) Theano Basics.vtt
|
VTT
|
6.3 KB
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1. Application of PCA and SVD to NLP (Natural Language Processing).mp4
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MP4
|
3.9 MB
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1. Application of PCA and SVD to NLP (Natural Language Processing).vtt
|
VTT
|
307.2 B
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|
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1. Autoencoders.mp4
|
MP4
|
5.8 MB
|
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1. Autoencoders.vtt
|
VTT
|
3.9 KB
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1. Basic Outline for RBMs.mp4
|
MP4
|
33 MB
|
|
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1. Basic Outline for RBMs.vtt
|
VTT
|
5.6 KB
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1. Exercises on feature visualization and interpretation.mp4
|
MP4
|
3.8 MB
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|
|
1. Exercises on feature visualization and interpretation.vtt
|
VTT
|
307.2 B
|
|
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1. Introduction and Outline.mp4
|
MP4
|
3.3 MB
|
|
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1. Introduction and Outline.vtt
|
VTT
|
307.2 B
|
|
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1. Recommender Systems Section Introduction.mp4
|
MP4
|
68.2 MB
|
|
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1. Recommender Systems Section Introduction.vtt
|
VTT
|
307.2 B
|
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1. The Vanishing Gradient Problem Description.mp4
|
MP4
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5.2 MB
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1. The Vanishing Gradient Problem Description.vtt
|
VTT
|
307.2 B
|
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1. What does PCA do.mp4
|
MP4
|
27.8 MB
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1. What does PCA do.vtt
|
VTT
|
5 KB
|
|
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1. What is the Appendix.mp4
|
MP4
|
5.5 MB
|
|
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1. What is the Appendix.vtt
|
VTT
|
3.3 KB
|
|
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1. t-SNE Theory.mp4
|
MP4
|
7.9 MB
|
|
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1. t-SNE Theory.vtt
|
VTT
|
4.8 KB
|
|
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10. Deep Autoencoder Visualization Description.mp4
|
MP4
|
2.5 MB
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|
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10. Deep Autoencoder Visualization Description.vtt
|
VTT
|
2 KB
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10. Python 2 vs Python 3.mp4
|
MP4
|
7.8 MB
|
|
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10. Python 2 vs Python 3.vtt
|
VTT
|
5.4 KB
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|
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10. RBM in Code (Theano) with Greedy Layer-Wise Training on MNIST.mp4
|
MP4
|
47.8 MB
|
|
|
10. RBM in Code (Theano) with Greedy Layer-Wise Training on MNIST.vtt
|
VTT
|
6.8 KB
|
|
|
10. Recommender RBM Code Speedup.mp4
|
MP4
|
82.9 MB
|
|
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10. Recommender RBM Code Speedup.vtt
|
VTT
|
83 MB
|
|
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10. SVD (Singular Value Decomposition).mp4
|
MP4
|
42.5 MB
|
|
|
10. SVD (Singular Value Decomposition).vtt
|
VTT
|
10.3 KB
|
|
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11. Deep Autoencoder Visualization in Code.mp4
|
MP4
|
27.9 MB
|
|
|
11. Deep Autoencoder Visualization in Code.vtt
|
VTT
|
6.7 KB
|
|
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11. Is Theano Dead.mp4
|
MP4
|
17.8 MB
|
|
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11. Is Theano Dead.vtt
|
VTT
|
11.3 KB
|
|
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11. RBM in Code (Tensorflow).mp4
|
MP4
|
13.7 MB
|
|
|
11. RBM in Code (Tensorflow).vtt
|
VTT
|
307.2 B
|
|
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12. An Autoencoder in 1 Line of Code.mp4
|
MP4
|
24.9 MB
|
|
|
12. An Autoencoder in 1 Line of Code.vtt
|
VTT
|
5.1 KB
|
|
|
12. What order should I take your courses in (part 1).mp4
|
MP4
|
29.3 MB
|
|
|
12. What order should I take your courses in (part 1).vtt
|
VTT
|
14.1 KB
|
|
|
13. What order should I take your courses in (part 2).mp4
|
MP4
|
37.6 MB
|
|
|
13. What order should I take your courses in (part 2).vtt
|
VTT
|
20.2 KB
|
|
|
2. (Legacy) Deriving Conditional Probabilities from Joint Probability.mp4
|
MP4
|
9.4 MB
|
|
|
2. (Legacy) Deriving Conditional Probabilities from Joint Probability.vtt
|
VTT
|
5.7 KB
|
|
|
2. (Review) Theano Neural Network in Code.mp4
|
MP4
|
87 MB
|
|
|
2. (Review) Theano Neural Network in Code.vtt
|
VTT
|
3.3 KB
|
|
|
2. BONUS Where to get Udemy coupons and FREE deep learning material.mp4
|
MP4
|
4 MB
|
|
|
2. BONUS Where to get Udemy coupons and FREE deep learning material.vtt
|
VTT
|
3 KB
|
|
|
2. Denoising Autoencoders.mp4
|
MP4
|
3.4 MB
|
|
|
2. Denoising Autoencoders.vtt
|
VTT
|
2.3 KB
|
|
|
2. How does PCA work.mp4
|
MP4
|
50.9 MB
|
|
|
2. How does PCA work.vtt
|
VTT
|
12.4 KB
|
|
|
2. Introduction to RBMs.mp4
|
MP4
|
39.4 MB
|
|
|
2. Introduction to RBMs.vtt
|
VTT
|
307.2 B
|
|
|
2. Latent Semantic Analysis in Code.mp4
|
MP4
|
25.6 MB
|
|
|
2. Latent Semantic Analysis in Code.vtt
|
VTT
|
307.2 B
|
|
|
2. The Vanishing Gradient Problem Demo in Code.mp4
|
MP4
|
31.3 MB
|
|
|
2. The Vanishing Gradient Problem Demo in Code.vtt
|
VTT
|
307.2 B
|
|
|
2. Where does this course fit into your deep learning studies.mp4
|
MP4
|
5.2 MB
|
|
|
2. Where does this course fit into your deep learning studies.vtt
|
VTT
|
307.2 B
|
|
|
2. Why Autoencoders and RBMs work.mp4
|
MP4
|
38.2 MB
|
|
|
2. Why Autoencoders and RBMs work.vtt
|
VTT
|
307.2 B
|
|
|
2. t-SNE Visualization.mp4
|
MP4
|
13 MB
|
|
|
2. t-SNE Visualization.vtt
|
VTT
|
4.8 KB
|
|
|
3. (Legacy) Contrastive Divergence for RBM Training.mp4
|
MP4
|
4.8 MB
|
|
|
3. (Legacy) Contrastive Divergence for RBM Training.vtt
|
VTT
|
3 KB
|
|
|
3. (Review) Tensorflow Basics.mp4
|
MP4
|
81.5 MB
|
|
|
3. (Review) Tensorflow Basics.vtt
|
VTT
|
5.1 KB
|
|
|
3. Application of t-SNE + K-Means Finding Clusters of Related Words.mp4
|
MP4
|
26 MB
|
|
|
3. Application of t-SNE + K-Means Finding Clusters of Related Words.vtt
|
VTT
|
307.2 B
|
|
|
3. Data Preparation and Logistics.mp4
|
MP4
|
21.2 MB
|
|
|
3. Data Preparation and Logistics.vtt
|
VTT
|
307.2 B
|
|
|
3. How to Succeed in this Course.mp4
|
MP4
|
6.4 MB
|
|
|
3. How to Succeed in this Course.vtt
|
VTT
|
307.2 B
|
|
|
3. Motivation Behind RBMs.mp4
|
MP4
|
34 MB
|
|
|
3. Motivation Behind RBMs.vtt
|
VTT
|
307.2 B
|
|
|
3. Stacked Autoencoders.mp4
|
MP4
|
6.6 MB
|
|
|
3. Stacked Autoencoders.vtt
|
VTT
|
4.2 KB
|
|
|
3. Why does PCA work (PCA derivation).mp4
|
MP4
|
51.3 MB
|
|
|
3. Why does PCA work (PCA derivation).vtt
|
VTT
|
307.2 B
|
|
|
3. Windows-Focused Environment Setup 2018.mp4
|
MP4
|
186.4 MB
|
|
|
3. Windows-Focused Environment Setup 2018.vtt
|
VTT
|
17.4 KB
|
|
|
3. t-SNE on the Donut.mp4
|
MP4
|
15.1 MB
|
|
|
3. t-SNE on the Donut.vtt
|
VTT
|
2.2 KB
|
|
|
4. (Legacy) How to derive the free energy formula.mp4
|
MP4
|
10.9 MB
|
|
|
4. (Legacy) How to derive the free energy formula.vtt
|
VTT
|
5.6 KB
|
|
|
4. (Review) Tensorflow Neural Network in Code.mp4
|
MP4
|
97.4 MB
|
|
|
4. (Review) Tensorflow Neural Network in Code.vtt
|
VTT
|
4.8 KB
|
|
|
4. AutoRec.mp4
|
MP4
|
48.9 MB
|
|
|
4. AutoRec.vtt
|
VTT
|
307.2 B
|
|
|
4. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
|
MP4
|
43.9 MB
|
|
|
4. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt
|
VTT
|
12.4 KB
|
|
|
4. Intractability.mp4
|
MP4
|
12.9 MB
|
|
|
4. Intractability.vtt
|
VTT
|
307.2 B
|
|
|
4. PCA only rotates.mp4
|
MP4
|
16.4 MB
|
|
|
4. PCA only rotates.vtt
|
VTT
|
307.2 B
|
|
|
4. Where to get the code and data.mp4
|
MP4
|
26.4 MB
|
|
|
4. Where to get the code and data.vtt
|
VTT
|
307.2 B
|
|
|
4. Writing the autoencoder class in code (Theano).mp4
|
MP4
|
38.5 MB
|
|
|
4. Writing the autoencoder class in code (Theano).vtt
|
VTT
|
6.1 KB
|
|
|
4. t-SNE on XOR.mp4
|
MP4
|
9.3 MB
|
|
|
4. t-SNE on XOR.vtt
|
VTT
|
3.6 KB
|
|
|
5. (Review) Keras Basics.mp4
|
MP4
|
27.6 MB
|
|
|
5. (Review) Keras Basics.vtt
|
VTT
|
8 KB
|
|
|
5. AutoRec in Code.mp4
|
MP4
|
102.3 MB
|
|
|
5. AutoRec in Code.vtt
|
VTT
|
12.6 KB
|
|
|
5. How to Code by Yourself (part 1).mp4
|
MP4
|
24.5 MB
|
|
|
5. How to Code by Yourself (part 1).vtt
|
VTT
|
19.8 KB
|
|
|
5. MNIST visualization, finding the optimal number of principal components.mp4
|
MP4
|
9.4 MB
|
|
|
5. MNIST visualization, finding the optimal number of principal components.vtt
|
VTT
|
3.3 KB
|
|
|
5. Neural Network Equations.mp4
|
MP4
|
31.7 MB
|
|
|
5. Neural Network Equations.vtt
|
VTT
|
7.4 KB
|
|
|
5. Tensorflow or Theano - Your Choice!.mp4
|
MP4
|
18.9 MB
|
|
|
5. Tensorflow or Theano - Your Choice!.vtt
|
VTT
|
307.2 B
|
|
|
5. Testing our Autoencoder (Theano).mp4
|
MP4
|
11.4 MB
|
|
|
5. Testing our Autoencoder (Theano).vtt
|
VTT
|
2.7 KB
|
|
|
5. t-SNE on MNIST.mp4
|
MP4
|
4.4 MB
|
|
|
5. t-SNE on MNIST.vtt
|
VTT
|
1.6 KB
|
|
|
6. (Review) Keras in Code pt 1.mp4
|
MP4
|
66.2 MB
|
|
|
6. (Review) Keras in Code pt 1.vtt
|
VTT
|
6.5 KB
|
|
|
6. Categorical RBM for Recommender System Ratings.mp4
|
MP4
|
47.6 MB
|
|
|
6. Categorical RBM for Recommender System Ratings.vtt
|
VTT
|
12 KB
|
|
|
6. How to Code by Yourself (part 2).mp4
|
MP4
|
14.8 MB
|
|
|
6. How to Code by Yourself (part 2).vtt
|
VTT
|
11.6 KB
|
|
|
6. PCA implementation.mp4
|
MP4
|
32.1 MB
|
|
|
6. PCA implementation.vtt
|
VTT
|
307.2 B
|
|
|
6. Training an RBM (part 1).mp4
|
MP4
|
49.1 MB
|
|
|
6. Training an RBM (part 1).vtt
|
VTT
|
11.8 KB
|
|
|
6. What are the practical applications of unsupervised deep learning.mp4
|
MP4
|
11.7 MB
|
|
|
6. What are the practical applications of unsupervised deep learning.vtt
|
VTT
|
307.2 B
|
|
|
6. Writing the deep neural network class in code (Theano).mp4
|
MP4
|
42 MB
|
|
|
6. Writing the deep neural network class in code (Theano).vtt
|
VTT
|
6.4 KB
|
|
|
7. (Review) Keras in Code pt 2.mp4
|
MP4
|
38.7 MB
|
|
|
7. (Review) Keras in Code pt 2.vtt
|
VTT
|
4.7 KB
|
|
|
7. Autoencoder in Code (Tensorflow).mp4
|
MP4
|
24.5 MB
|
|
|
7. Autoencoder in Code (Tensorflow).vtt
|
VTT
|
8.2 KB
|
|
|
7. How to Succeed in this Course (Long Version).mp4
|
MP4
|
18.3 MB
|
|
|
7. How to Succeed in this Course (Long Version).vtt
|
VTT
|
12.8 KB
|
|
|
7. PCA for NLP.mp4
|
MP4
|
16.6 MB
|
|
|
7. PCA for NLP.vtt
|
VTT
|
3.9 KB
|
|
|
7. Recommender RBM Code pt 1.mp4
|
MP4
|
70.4 MB
|
|
|
7. Recommender RBM Code pt 1.vtt
|
VTT
|
8.7 KB
|
|
|
7. Training an RBM (part 2).mp4
|
MP4
|
27.3 MB
|
|
|
7. Training an RBM (part 2).vtt
|
VTT
|
6.4 KB
|
|
|
8. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
|
MP4
|
39 MB
|
|
|
8. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt
|
VTT
|
27.8 KB
|
|
|
8. PCA objective function.mp4
|
MP4
|
3.7 MB
|
|
|
8. PCA objective function.vtt
|
VTT
|
2.3 KB
|
|
|
8. Recommender RBM Code pt 2.mp4
|
MP4
|
39.6 MB
|
|
|
8. Recommender RBM Code pt 2.vtt
|
VTT
|
4.6 KB
|
|
|
8. Testing greedy layer-wise autoencoder training vs. pure backpropagation.mp4
|
MP4
|
18.5 MB
|
|
|
8. Testing greedy layer-wise autoencoder training vs. pure backpropagation.vtt
|
VTT
|
1.9 KB
|
|
|
8. Training an RBM (part 3) - Free Energy.mp4
|
MP4
|
27.6 MB
|
|
|
8. Training an RBM (part 3) - Free Energy.vtt
|
VTT
|
7 KB
|
|
|
9. Cross Entropy vs. KL Divergence.mp4
|
MP4
|
7.4 MB
|
|
|
9. Cross Entropy vs. KL Divergence.vtt
|
VTT
|
5.5 KB
|
|
|
9. PCA Application Naive Bayes.mp4
|
MP4
|
53.6 MB
|
|
|
9. PCA Application Naive Bayes.vtt
|
VTT
|
10.8 KB
|
|
|
9. Proof that using Jupyter Notebook is the same as not using it.mp4
|
MP4
|
78.3 MB
|
|
|
9. Proof that using Jupyter Notebook is the same as not using it.vtt
|
VTT
|
78.3 MB
|
|
|
9. RBM Greedy Layer-Wise Pretraining.mp4
|
MP4
|
23.6 MB
|
|
|
9. RBM Greedy Layer-Wise Pretraining.vtt
|
VTT
|
5.2 KB
|
|
|
9. Recommender RBM Code pt 3.mp4
|
MP4
|
128.5 MB
|
|
|
9. Recommender RBM Code pt 3.vtt
|
VTT
|
12 KB
|
|
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[DesireCourse.Com].url
|
URL
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0 B
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