1:19:189.520 - 09/14/2015 - Class 02 - Prof. Tomaso Poggio: The Learning Problem and Regularization
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A 79-minute video from MITCBMM: “9.520 - 09/14/2015 - Class 02 - Prof. Tomaso Poggio: The Learning Problem and Regularization”.
MITCBMM
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1:19:18
1:16:059.520 - 09/16/2015 - Class 03 - Carlo Ciliberto & Charlie Frogner: Math Camp
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A 76-minute video from MITCBMM: “9.520 - 09/16/2015 - Class 03 - Carlo Ciliberto & Charlie Frogner: Math Camp”.
1:30:339.520 - 10/05/2015 - Class 08 - Prof. Lorenzo Rosasco: Regularized Least Squares
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A 91-minute video from MITCBMM: “9.520 - 10/05/2015 - Class 08 - Prof. Lorenzo Rosasco: Regularized Least Squares”.
1:28:579.520 - 10/07/2015 - Class 09 - Prof. Lorenzo Rosasco: Iterative Regularization via Early Stopping
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A 89-minute video from MITCBMM: “9.520 - 10/07/2015 - Class 09 - Prof. Lorenzo Rosasco: Iterative Regularization via Early Stopping”.
1:17:359.520 - 10/13/2015 - Class 10 - Prof. Lorenzo Rosasco: Sparsity Based Regularization
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A 78-minute video from MITCBMM: “9.520 - 10/13/2015 - Class 10 - Prof. Lorenzo Rosasco: Sparsity Based Regularization”.
1:26:419.520 - 10/14/2015 - Class 11 - Prof. Lorenzo Rosasco: Proximal Methods
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A 87-minute video from MITCBMM: “9.520 - 10/14/2015 - Class 11 - Prof. Lorenzo Rosasco: Proximal Methods”.
1:28:469.520 - 10/19/2015 - Class 12 - Prof. Lorenzo Rosasco: Structured Sparsity Regularization
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A 89-minute video from MITCBMM: “9.520 - 10/19/2015 - Class 12 - Prof. Lorenzo Rosasco: Structured Sparsity Regularization”.
1:24:319.520 - 10/21/2015 - Class 13 - Prof. Lorenzo Rosasco: Multiple Kernel Learning
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A 85-minute video from MITCBMM: “9.520 - 10/21/2015 - Class 13 - Prof. Lorenzo Rosasco: Multiple Kernel Learning”.
59:189.520 - 10/26/2015 - Class 14 - Charlie Frogner: Generalization Bounds, Intro to Stability
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A 59-minute video from MITCBMM: “9.520 - 10/26/2015 - Class 14 - Charlie Frogner: Generalization Bounds, Intro to Stability”.
1:08:189.520 - 10/28/2015 - Class 15 - Charlie Frogner: Stability of Tikhonov Regularization
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A 68-minute video from MITCBMM: “9.520 - 10/28/2015 - Class 15 - Charlie Frogner: Stability of Tikhonov Regularization”.
1:30:019.520 - 11/16/2015 - Class 19 - Prof. Lorenzo Rosasco: Regularization for Multi-Output Learning I
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A 90-minute video from MITCBMM: “9.520 - 11/16/2015 - Class 19 - Prof. Lorenzo Rosasco: Regularization for Multi-Output Learning I”.
1:34:369.520 - 11/18/2015 - Class 20 - Carlo Ciliberto: Regularization for Multi-Output Learning II
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A 95-minute video from MITCBMM: “9.520 - 11/18/2015 - Class 20 - Carlo Ciliberto: Regularization for Multi-Output Learning II”.
1:28:359.520 - 11/2/2015 - Class 16 - Prof. Lorenzo Rosasco: Consistency, Learnability and Regularization
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A 89-minute video from MITCBMM: “9.520 - 11/2/2015 - Class 16 - Prof. Lorenzo Rosasco: Consistency, Learnability and Regularization”.
1:21:079.520 - 11/23/2015 - Class 21 - Prof. Lorenzo Rosasco: Learning Data Representation: from Fourier...
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A 81-minute video from MITCBMM: “9.520 - 11/23/2015 - Class 21 - Prof. Lorenzo Rosasco: Learning Data Representation: from Fourier...”.
1:31:129.520 - 11/25/2015 - Class 22 - Prof. Lorenzo Rosasco: Learning Data Representation: Autoencoders...
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A 91-minute video from MITCBMM: “9.520 - 11/25/2015 - Class 22 - Prof. Lorenzo Rosasco: Learning Data Representation: Autoencoders...”.
1:31:339.520 - 11/25/2015 - Class 23 - Prof. Lorenzo Rosasco: Learning Data Representation...
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A 92-minute video from MITCBMM: “9.520 - 11/25/2015 - Class 23 - Prof. Lorenzo Rosasco: Learning Data Representation...”.
1:29:479.520 - 11/4/2015 - Class 17 - Prof. Lorenzo Rosasco: On-line Learning
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A 90-minute video from MITCBMM: “9.520 - 11/4/2015 - Class 17 - Prof. Lorenzo Rosasco: On-line Learning”.
1:32:509.520 - 11/9/2015 - Class 18 - Prof. Lorenzo Rosasco: Manifold Regularization
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A 93-minute video from MITCBMM: “9.520 - 11/9/2015 - Class 18 - Prof. Lorenzo Rosasco: Manifold Regularization”.
1:24:469.520 - 12/2/2015 - Class 24 - Prof. Tomaso Poggio: Learning Data Representation: Deep Theory I
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A 85-minute video from MITCBMM: “9.520 - 12/2/2015 - Class 24 - Prof. Tomaso Poggio: Learning Data Representation: Deep Theory I”.
1:30:299.520 - 12/7/2015 - Class 25 - Dr. Gemma Roig: Learning Data Representation: DNN Tips and Tricks
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A 90-minute video from MITCBMM: “9.520 - 12/7/2015 - Class 25 - Dr. Gemma Roig: Learning Data Representation: DNN Tips and Tricks”.
1:35:139.520 - 12/9/2015 - Class 26 - Prof. Tomaso Poggio: Learning Data Representation: Deep Theory II
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A 95-minute video from MITCBMM: “9.520 - 12/9/2015 - Class 26 - Prof. Tomaso Poggio: Learning Data Representation: Deep Theory II”.
1:27:379.520 - 9/21/2015 - Class 04 - Prof. Lorenzo Rosasco: Reproducing Kernel Hilbert Spaces
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A 88-minute video from MITCBMM: “9.520 - 9/21/2015 - Class 04 - Prof. Lorenzo Rosasco: Reproducing Kernel Hilbert Spaces”.
1:29:119.520 - 9/23/2015 - Class 05 - Prof. Lorenzo Rosasco - Dictionaries, Feature Maps and Mercer Theorem
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A 89-minute video from MITCBMM: “9.520 - 9/23/2015 - Class 05 - Prof. Lorenzo Rosasco - Dictionaries, Feature Maps and Mercer Theorem”.
1:26:279.520 - 9/28/2015 - Class 06 - Prof. Lorenzo Rosasco - Tikhonov Regularization and the ...
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A 86-minute video from MITCBMM: “9.520 - 9/28/2015 - Class 06 - Prof. Lorenzo Rosasco - Tikhonov Regularization and the ...”.
1:29:089.520 - 9/30/2015 - Class 07 - Prof. Lorenzo Rosasco: Logistic Regression and Support ...
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A 89-minute video from MITCBMM: “9.520 - 9/30/2015 - Class 07 - Prof. Lorenzo Rosasco: Logistic Regression and Support ...”.
32:01Applications of Machine Learning Francesca Odone
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A 32-minute video from MITCBMM: “Applications of Machine Learning Francesca Odone”.
1:37:13
1:27:29Dimensionality Reduction and PCA Lorenzo Rosasco
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A 87-minute video from MITCBMM: “Dimensionality Reduction and PCA Lorenzo Rosasco”.
12:34GURLS Machine Learning made Easy Alessandro Rudi
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A 13-minute video from MITCBMM: “GURLS Machine Learning made Easy Alessandro Rudi”.
1:19:18Introduction to Machine Learning - Lorenzo Rosasco
Intro
A 79-minute video from MITCBMM: “Introduction to Machine Learning - Lorenzo Rosasco”.
1:22:38Local Methods and Model Selection - Lorenzo Rosasco
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A 83-minute video from MITCBMM: “Local Methods and Model Selection - Lorenzo Rosasco”.
1:31:49Regularization Networks I Linear Models Francesca Odone
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A 92-minute video from MITCBMM: “Regularization Networks I Linear Models Francesca Odone”.
1:07:31Regularization Networks II Kernels Francesca Odone
A 68-minute video from MITCBMM: “Regularization Networks II Kernels Francesca Odone”.
1:18:02Variable Selection and Sparsity Lorenzo Rosasco
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A 78-minute video from MITCBMM: “Variable Selection and Sparsity Lorenzo Rosasco”.