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Scala for Machine Learning, Second Edition

You're reading from   Scala for Machine Learning, Second Edition Build systems for data processing, machine learning, and deep learning

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Product type Paperback
Published in Sep 2017
Publisher Packt
ISBN-13 9781787122383
Length 740 pages
Edition 2nd Edition
Languages
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Author (1):
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Patrick R. Nicolas Patrick R. Nicolas
Author Profile Icon Patrick R. Nicolas
Patrick R. Nicolas
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Table of Contents (21) Chapters Close

Preface 1. Getting Started FREE CHAPTER 2. Data Pipelines 3. Data Preprocessing 4. Unsupervised Learning 5. Dimension Reduction 6. Naïve Bayes Classifiers 7. Sequential Data Models 8. Monte Carlo Inference 9. Regression and Regularization 10. Multilayer Perceptron 11. Deep Learning 12. Kernel Models and SVM 13. Evolutionary Computing 14. Multiarmed Bandits 15. Reinforcement Learning 16. Parallelism in Scala and Akka 17. Apache Spark MLlib A. Basic Concepts B. References Index

Chapter 14

[14:1] Introduction to Machine Learning §Reinforcement learning: Single State Case: K-Armed Bandit, E. Alpaydin - MIT Press 2007

[14:2] Algorithms for the multiarmed bandit problem V. Kuleshov, D. Precup McGill University – 2000, https://www.cs.mcgill.ca/~vkules/bandits.pdf

[14:3] Multiarmed Bandits and Exploration Strategies, S. Raja - https://sudeepraja.github.io/Bandits/

[14:4} A Tutorial on Thompson Sampling, D. Russo, B. Van Roy, A. Kazerouni, I. Osband, Z. Wen – Stanford University, Columbia University, Google Deepmind, Adobe Research 2017 - http://web.stanford.edu/~bvr/pubs/TS_Tutorial.pdf

[14:5] Analysis of Thompson Sampling for the Multiarmed Bandit Problem, S. Agrawal, N. Goyal – Microsoft Research India – 2012 - http://proceedings.mlr.press/v23/agrawal12/agrawal12.pdf

[14:6] Generalized Thompson Sampling for Contextual Bandits, L.Li Microsoft Research – 2013 - https://arxiv.org/pdf/1310.7163.pdf

[14: 7] Bandit Algorithms Continued...

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