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Overview
HMMs for stock price analysis, language modeling, web analytics, biology, and PageRank. What you'll learn: Understand and enumerate the various applications of Markov Models and Hidden Markov ModelsUnderstand how Markov Models workWrite a Markov Model in codeApply Markov Models to any sequence of dataUnderstand the mathematics behind Markov chainsApply Markov models to languageApply Markov models to website analyticsUnderstand how Google's PageRank worksUnderstand Hidden Markov ModelsWrite a Hidden Markov Model in CodeWrite a Hidden Markov Model using TheanoUnderstand how gradient...
Syllabus
- Introduction and Outline
- Markov Models
- Markov Models: Example Problems and Applications
- Hidden Markov Models for Discrete Observations
- Discrete HMMs Using Deep Learning Libraries
- HMMs for Continuous Observations
- HMMs for Classification
- Bonus Example: Parts-of-Speech Tagging
- Theano, Tensorflow, and Machine Learning Basics Review
- Appendix / FAQ Finale
Instructor
Lazy Programmer Team
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