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CMU - Machine Learning Spring [2011]

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CMU - Machine Learning Spring [2011]
CMU - Machine Learning Spring 2011 | Size : 4.19 GB
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Machine Learning
10-701/15-781, Spring 2011
Carnegie Mellon University
Tom Mitchell

Lecture 01 - Intro to ML Decision Trees
Lecture 02 - Decision Tree Learning
Lecture 03 - Probability and Estimation
Lecture 04 - Naive Bayes
Lecture 05 - Gaussian Naive Bayes
Lecture 06 - Logistic Regression
Lecture 07 - Linear Regression
Lecture 08 - Graphical Models 1
Lecture 09 - Graphical Models 2
Lecture 10 - Graphical Models 3
Lecture 11 - Graphical Models 4
Lecture 12 - Computational Learning Theory
Lecture 13 - Midterm Review
Lecture 14 - Computational Learning Theory
Lecture 15 - Semi-Supervised Learning
Lecture 17 - Neural Networks
Lecture 18 - Learning Representations Is
Lecture 19 - Learning Representations II
Lecture 20 - Learning Representations III
Lecture 21 - Kernel Methods and SVMs
Lecture 22 - SVMs II
Lecture 23 - Active Learning
Lecture 24 - ML in Computational Biology
Lecture 25 - Reinforcement Learning 1
Lecture 26 - Reinforcement Learning 2

There is no video available for lecture 16.

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