Download Learning From Data: Introductory Machine Learning Course [2012, ENG] Torrent

Torrent Contents Size: 3.23 GB

Learning From Data: Introductory Machine Learning Course [2012, ENG]

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Lecture 01 - The Learning Problem (April 3, 2012).mp4

MP4

201.32 MB

Lecture 02 - Is Learning Feasible (April 5, 2012).mp4

MP4

185.31 MB

Lecture 03 -The Linear Model I (April 10, 2012).mp4

MP4

175.06 MB

Lecture 04 - Error and Noise (April 12, 2012).mp4

MP4

148.4 MB

Lecture 05 - Training Versus Testing (April 17, 2012).mp4

MP4

185.76 MB

Lecture 06 - Theory of Generalization (April 19, 2012).mp4

MP4

182.23 MB

Lecture 07 - The VC Dimension (April 24, 2012).mp4

MP4

168.04 MB

Lecture 08 - Bias-Variance Tradeoff (April 26, 2012).mp4

MP4

176.18 MB

Lecture 09 - The Linear Model II (May 1, 2012).mp4

MP4

206.51 MB

Lecture 10 - Neural Networks (May 3, 2012).mp4

MP4

193.08 MB

Lecture 11 - Overfitting (May 8, 2012).mp4

MP4

184.75 MB

Lecture 12 - Regularization (May 10, 2012).mp4

MP4

173.94 MB

Lecture 13 - Validation (May 15, 2012).mp4

MP4

205.24 MB

Lecture 14 - Support Vector Machines (May 17, 2012).mp4

MP4

178.48 MB

Lecture 15 - Kernel Methods (May 22, 2012).mp4

MP4

188.44 MB

Lecture 16 - Radial Basis Functions (May 24, 2012).mp4

MP4

183.24 MB

Lecture 17 - Three Learning Principles (May 29, 2012).mp4

MP4

186.46 MB

Lecture 18 - Epilogue (May 31, 2012).mp4

MP4

176.42 MB

Slides

iTunesU_Lecture01_April_03.pdf	PDF	293.63 KB
iTunesU_Lecture02_April_05.pdf	PDF	515.06 KB
iTunesU_Lecture03_April_10.pdf	PDF	1.04 MB
iTunesU_Lecture04_April_12.pdf	PDF	992.32 KB
iTunesU_Lecture05_April_17.pdf	PDF	497.17 KB
iTunesU_Lecture06_April_19.pdf	PDF	296.33 KB
iTunesU_Lecture07_April_24.pdf	PDF	408.62 KB
iTunesU_Lecture08_April_26.pdf	PDF	364.71 KB
iTunesU_Lecture09_May_01.pdf	PDF	728.44 KB
iTunesU_Lecture10_May_03.pdf	PDF	391.05 KB
iTunesU_Lecture11_May_08.pdf	PDF	743.69 KB
iTunesU_Lecture12_May_10.pdf	PDF	628.88 KB
iTunesU_Lecture13_May_15.pdf	PDF	739.3 KB
iTunesU_Lecture14_May_17.pdf	PDF	242.73 KB
iTunesU_Lecture15_May_22.pdf	PDF	478.19 KB
iTunesU_Lecture17_May_29.pdf	PDF	438.52 KB
iTunesU_Lecture18_May_31.pdf	PDF	243.41 KB

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Learning From Data: Introductory Machine Learning Course [2012, ENG]

Torrent Contents Size: 3.23 GB

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