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Machine Learning Algorithms in Depth
About this book
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Information
Table of contents
- Machine Learning Algorithms in Depth
- copyright
- dedication
- contents
- preface
- acknowledgments
- about this book
- about the author
- about the cover illustration
- Part 1 Introducing ML algorithms
- 1 Machine learning algorithms
- 2 Markov chain Monte Carlo
- 3 Variational inference
- 4 Software implementation
- Part 2 Supervised learning
- 5 Classification algorithms
- 6 Regression algorithms
- 7 Selected supervised learning algorithms
- Part 3 Unsupervised learning
- 8 Fundamental unsupervised learning algorithms
- 9 Selected unsupervised learning algorithms
- Part 4 Deep learning
- 10 Fundamental deep learning algorithms
- 11 Advanced deep learning algorithms
- appendix A Further reading and resources
- appendix B Answers to exercises
- index