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1. 1▶Pascal Poupart, Sum Product Networks, Oct 19 2017Fall 2017 STAT 946: Deep LearningNotes
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2. 2▶Pascal Poupart, Sum Product Networks, Oct 17 2017Fall 2017 STAT 946: Deep LearningNotes
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3. 3▶Ali Ghodsi, Deep Learning, Oct 12 28 2017, [Lect 6.1]Fall 2017 STAT 946: Deep LearningNotes
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4. 4▶Ali Ghodsi, Deep Learning, CNN, Oct 3, 2017 [Lect 6]Fall 2017 STAT 946: Deep LearningNotes
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5. 5▶Ali Ghodsi, Deep Learning, Oct 5, 2017, [Lect 7]Fall 2017 STAT 946: Deep LearningNotes
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6. 6▶Ali Ghodsi, Deep Learning, Sept 28 2017, [Lect 5]Fall 2017 STAT 946: Deep LearningNotes
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7. 7▶Ali Ghodsi, Deep Learning, Regularization, Sep 26, 2017 [Lect 4]Fall 2017 STAT 946: Deep LearningNotes
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8. 8▶17Sept14 STAT 946Fall 2017 STAT 946: Deep LearningNotes
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9. 9▶17Sept19Fall 2017 STAT 946: Deep LearningNotes
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10. 10▶17Sept12 946Fall 2017 STAT 946: Deep LearningNotes
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11. 11▶Ali Ghodsi, Lec 15: t-SNEUnsupervised Learning (STAT 841), Winter 2017Notes
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12. 12▶Ali Ghodsi, Lec 14: Autoencoders, Clustering, Mixture of GaussiansUnsupervised Learning (STAT 841), Winter 2017Notes
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13. 13▶Ali Ghodsi, Lec 13: Word2Vec Skip-GramUnsupervised Learning (STAT 841), Winter 2017Notes
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14. 14▶Ali Ghodsi, Lec 12: Neural Networks, Autoencoders, Word2VecUnsupervised Learning (STAT 841), Winter 2017Notes
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15. 15▶Ali Ghodsi, Lec 10: NMF via R1D algorithmUnsupervised Learning (STAT 841), Winter 2017Notes
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16. 16▶Ali Ghodsi, Lec 9: SPCA, Nystrom Approximation, NMFUnsupervised Learning (STAT 841), Winter 2017Notes
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17. 17▶Ali Ghodsi, Lec11: Sum-Product NetworksUnsupervised Learning (STAT 841), Winter 2017Notes
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18. 18▶Ali Ghodsi, Lec 8: Supervised PCAUnsupervised Learning (STAT 841), Winter 2017Notes
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19. 19▶Ali Ghodsi, Lec 7: MVU, Action Respecting Embedding, Supervised PCAUnsupervised Learning (STAT 841), Winter 2017Notes
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20. 20▶Ali Ghodsi, Lec 6: Spectral Clustering, Laplacian Eigenmap, MVUUnsupervised Learning (STAT 841), Winter 2017Notes
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21. 21▶Ali Ghodsi, Lec 5: LLE, Spectral ClusteringUnsupervised Learning (STAT 841), Winter 2017Notes
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22. 22▶Ali Ghodsi, Lec 4: MDS, Isomap, LLEUnsupervised Learning (STAT 841), Winter 2017Notes
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23. 23▶Ali Ghodsi, Lec 1: Principal Component AnalysisUnsupervised Learning (STAT 841), Winter 2017Notes
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24. 24▶Ali Ghodsi, Lec 2: PCA (Ordinary, Dual, Kernel)Unsupervised Learning (STAT 841), Winter 2017Notes
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25. 25▶Deep Learning, Theano Short TutorialFall 2015 STAT 946: Deep LearningNotes
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26. 26▶Deep Learning Student PresentationFall 2015 STAT 946: Deep LearningNotes
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27. 27▶Ali Ghodsi, Lec [7], Deep Learning , Restricted Boltzmann Machines (RBMs)Fall 2015 STAT 946: Deep LearningNotes
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28. 28▶Ali Ghodsi, Lec 15: Decision Tree, KNNFall 2015 STAT 441/841 CM 763: ClassificationNotes
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29. 29▶Ali Ghodsi, Lec [6], Deep Learning: convolutional networkFall 2015 STAT 946: Deep LearningNotes
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30. 30▶Ali Ghodsi, Lect 14: Supervised PCA, Decision treeFall 2015 STAT 441/841 CM 763: ClassificationNotes
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31. 31▶Ali Ghodsi, Lec 13: Dual PCA, Supervised PCAFall 2015 STAT 441/841 CM 763: ClassificationNotes
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32. 32▶Ali Ghodsi, Lec [5.2]: Deep Learning, Recurrent neural networkFall 2015 STAT 946: Deep LearningNotes
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33. 33▶Ali Ghodsi, Lec [5.1]: Deep Learning, Recurrent neural networkFall 2015 STAT 946: Deep LearningNotes
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34. 34▶Ali Ghodsi, Lec 12: Soft margin Support Vector Machine (svm)Fall 2015 STAT 441/841 CM 763: ClassificationNotes
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35. 35▶Lec [4,2]: Deep Learning, Sum-Product NetworksFall 2015 STAT 946: Deep LearningNotes
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36. 36▶Lec [4,1]: Deep Learning, Sum-Product NetworksFall 2015 STAT 946: Deep LearningNotes
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37. 37▶Ali Ghodsi, Lec 11: Hard margin Support Vector Machine (svm)Fall 2015 STAT 441/841 CM 763: ClassificationNotes
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38. 38▶Ali Ghodsi, Lec 11: Hard margin Support Vector Machine (svm)Fall 2015 STAT 946: Deep LearningNotes
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39. 39▶Ali Ghodsi, Lec10: Weight decayFall 2015 STAT 441/841 CM 763: ClassificationNotes
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40. 40▶Ali Ghodsi, Lec 9: Stein’s unbiased risk estimator (sure)Fall 2015 STAT 441/841 CM 763: ClassificationNotes
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41. 41▶Ali Ghodsi, Lec [3,2]: Deep Learning, Word2vecFall 2015 STAT 946: Deep LearningNotes
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42. 42▶Ali Ghodsi, Lec [3,1]: Deep Learning, Word2vecFall 2015 STAT 946: Deep LearningNotes
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43. 43▶Ali Ghodsi, Lect 8: Radial basis function networkFall 2015 STAT 441/841 CM 763: ClassificationNotes
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44. 44▶Ali Ghodsi, Lec 7: BackpropagationFall 2015 STAT 441/841 CM 763: ClassificationNotes
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45. 45▶Ali Ghodsi, Lec [2,2]: Deep Learning, RegularizationFall 2015 STAT 946: Deep LearningNotes
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46. 46▶Ali Ghodsi, Lec 6: Logistic Regression, PerceptronFall 2015 STAT 441/841 CM 763: ClassificationNotes
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47. 47▶Ali Ghodsi, Lec [2,1]: Deep Learning, RegularizationFall 2015 STAT 946: Deep LearningNotes
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48. 48▶Ali Ghodsi, Lec [1,1]: Deep Learning, IntroductionFall 2015 STAT 946: Deep LearningNotes
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49. 49▶Ali Ghodsi, Lec [1,2]: Deep Learning, Perceptron, BackpropagationFall 2015 STAT 946: Deep LearningNotes
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