204725: Data Analysis and Machine Learning

CS725: Data Analysis and Machine Learning (2/2018)

Class meeting: 13.00-14.30 Monday,Thursday @ CSB 204

Instructor: Jakramate Bootkrajang
Email: jakramate.b@cmu.ac.th
Office hours : 16.00-17.00 Tuesday,Friday @ CSB 107

Announcements

Course outline

Hidden Markov Model (HMM)

Evaluation and decoding of HMM [Slides]

Learning HMM [Slides]

Reinforcement Learning (RL)

Introduction to RL [Slides]

Markov Decision Process [Slides]

Planning by Dynamic Programming [Slides]

Model-Free Prediction [Slides]

Model-Free Control [Slides]

Useful resources

RL by David Silver

Hidden Markov Model at Carnegie Mellon

HMM with Exercises

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