A First Course in Machine Learning
eBook - ePub

A First Course in Machine Learning

Simon Rogers, Mark Girolami

  1. 397 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

A First Course in Machine Learning

Simon Rogers, Mark Girolami

Book details
Table of contents
Citations

About This Book

  • Introduces the main algorithms and ideas that underpin machine learning techniques and applications
  • Keeps mathematical prerequisites to a minimum, providing mathematical explanations in comment boxes and highlighting important equations
  • Covers modern machine learning research and techniques
  • Includes three new chapters on Markov Chain Monte Carlo techniques, Classification and Regression with Gaussian Processes, and Dirichlet Process models
  • Offers Python, R, and MATLAB code on accompanying website: http://www.dcs.gla.ac.uk/~srogers/firstcourseml/"

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Information

Year
2016
ISBN
9781498738569

Table of contents

  1. Cover
  2. Half Title
  3. Title Page
  4. Copyright Page
  5. Table of Contents
  6. List of Tables
  7. List of Figures
  8. Preface to the First Edition
  9. Preface to the Second Edition
  10. SECTION I Basic Topics
  11. SECTION II Advanced Topics
  12. Glossary
  13. Index
Citation styles for A First Course in Machine Learning

APA 6 Citation

Rogers, S., & Girolami, M. (2016). A First Course in Machine Learning (2nd ed.). CRC Press. Retrieved from https://www.perlego.com/book/2192888/a-first-course-in-machine-learning-pdf (Original work published 2016)

Chicago Citation

Rogers, Simon, and Mark Girolami. (2016) 2016. A First Course in Machine Learning. 2nd ed. CRC Press. https://www.perlego.com/book/2192888/a-first-course-in-machine-learning-pdf.

Harvard Citation

Rogers, S. and Girolami, M. (2016) A First Course in Machine Learning. 2nd edn. CRC Press. Available at: https://www.perlego.com/book/2192888/a-first-course-in-machine-learning-pdf (Accessed: 15 October 2022).

MLA 7 Citation

Rogers, Simon, and Mark Girolami. A First Course in Machine Learning. 2nd ed. CRC Press, 2016. Web. 15 Oct. 2022.