# Data Science Courses — RSS Amplifier

Everything Data Science Courses publishes, across 2 feeds in the RSS Amplifier directory.

Page: <https://rssamplifier.com/authors/data-science-courses>  
Feed: <https://rssamplifier.com/authors/data-science-courses.md>

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## [Ali Ghodsi, Lec 15: t-SNE](https://www.youtube.com/watch?v=4GBgqmq0XAY)

_2017-03-23 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 14: Autoencoders, Clustering, Mixture of Gaussians](https://www.youtube.com/watch?v=Q6U3gpzwnx0)

_2017-03-23 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 13: Word2Vec Skip-Gram](https://www.youtube.com/watch?v=GMCwS7tS5ZM)

_2017-03-07 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 12: Neural Networks, Autoencoders, Word2Vec](https://www.youtube.com/watch?v=syWB-YMYZvI)

_2017-03-07 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 10: NMF via R1D algorithm](https://www.youtube.com/watch?v=_p72JZPO65E)

_2017-02-27 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 9: SPCA, Nystrom Approximation, NMF](https://www.youtube.com/watch?v=P5Pu1o7w3TM)

_2017-02-27 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec11: Sum-Product Networks](https://www.youtube.com/watch?v=R9mt1tqljrk)

_2017-02-27 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 8: Supervised PCA](https://www.youtube.com/watch?v=DkdrFwevais)

_2017-02-14 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 7: MVU, Action Respecting Embedding, Supervised PCA](https://www.youtube.com/watch?v=ybvz68FdpwU)

_2017-02-03 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 6: Spectral Clustering, Laplacian Eigenmap, MVU](https://www.youtube.com/watch?v=DW3lSYltfzo)

_2017-02-03 · Unsupervised Learning (STAT 841), Winter 2017_

## [Marketplace for AI-Powered Professionals (Sponsored)](https://crawlproof.com/a/t0CdkysXqIpe)

_2017-02-03 · **Sponsored**_

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## [Ali Ghodsi, Lec 5: LLE, Spectral Clustering](https://www.youtube.com/watch?v=V680Ev0MNvs)

_2017-01-23 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 4: MDS, Isomap, LLE](https://www.youtube.com/watch?v=RPjPLlGefzw)

_2017-01-23 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 1: Principal Component Analysis](https://www.youtube.com/watch?v=L-pQtGm3VS8)

_2017-01-23 · Unsupervised Learning (STAT 841), Winter 2017_

## [Ali Ghodsi, Lec 2: PCA (Ordinary, Dual, Kernel)](https://www.youtube.com/watch?v=jeOEXCFK30M)

_2017-01-23 · Unsupervised Learning (STAT 841), Winter 2017_

## [Deep Learning, Theano Short Tutorial](https://www.youtube.com/watch?v=1-9MJ0-kbdY)

_2015-12-03 · Fall 2015 STAT 946: Deep Learning_

## [Deep Learning Student Presentation](https://www.youtube.com/watch?v=o8AXZJZNyaM)

_2015-11-17 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec \[7\], Deep Learning , Restricted Boltzmann Machines (RBMs)](https://www.youtube.com/watch?v=FJ0z3Ubagt4)

_2015-11-10 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec \[6\], Deep Learning: convolutional network](https://www.youtube.com/watch?v=ZMBp7_qqtLE)

_2015-11-04 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec \[5.2\]: Deep Learning, Recurrent neural network](https://www.youtube.com/watch?v=EAt9_4IhC7s)

_2015-11-02 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec \[5.1\]: Deep Learning, Recurrent neural network](https://www.youtube.com/watch?v=AvyhbrQptHk)

_2015-10-30 · Fall 2015 STAT 946: Deep Learning_

## [Refer a Friend, Earn Rewards (Sponsored)](https://crawlproof.com/a/pYKlWtyAmfCZ)

_2015-10-30 · **Sponsored**_

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## [Lec \[4,2\]: Deep Learning, Sum-Product Networks](https://www.youtube.com/watch?v=9-1YE_N-lnw)

_2015-10-27 · Fall 2015 STAT 946: Deep Learning_

## [Lec \[4,1\]: Deep Learning, Sum-Product Networks](https://www.youtube.com/watch?v=eF0APeEIJNw)

_2015-10-27 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec 11: Hard margin Support Vector Machine (svm)](https://www.youtube.com/watch?v=rHzX9CtjPeg)

_2015-10-21 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec \[3,2\]: Deep Learning, Word2vec](https://www.youtube.com/watch?v=nuirUEmbaJU)

_2015-10-16 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec \[3,1\]: Deep Learning, Word2vec](https://www.youtube.com/watch?v=TsEGsdVJjuA)

_2015-10-16 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec \[2,2\]: Deep Learning, Regularization](https://www.youtube.com/watch?v=_ojGVetxCpQ)

_2015-10-06 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec \[2,1\]: Deep Learning, Regularization](https://www.youtube.com/watch?v=21jL0I6wbns)

_2015-09-30 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec \[1,1\]: Deep Learning, Introduction](https://www.youtube.com/watch?v=fyAZszlPphs)

_2015-09-24 · Fall 2015 STAT 946: Deep Learning_

## [Ali Ghodsi, Lec \[1,2\]: Deep Learning, Perceptron, Backpropagation](https://www.youtube.com/watch?v=AxC40B6KtSQ)

_2015-09-24 · Fall 2015 STAT 946: Deep Learning_