{pdf download} Probability and Statistics for Machine Learning: A Textbook by Charu C. Aggarwal
Probability and Statistics for Machine Learning: A Textbook. Charu C. Aggarwal
Probability-and.pdf
ISBN: 9783031532818 | 522 pages | 14 Mb
- Probability and Statistics for Machine Learning: A Textbook
- Charu C. Aggarwal
- Page: 522
- Format: pdf, ePub, fb2, mobi
- ISBN: 9783031532818
- Publisher: Springer Nature Switzerland
Free books download for ipod touch Probability and Statistics for Machine Learning: A Textbook (English literature) by Charu C. Aggarwal
This book covers probability and statistics from the machine learning perspective. The chapters of this book belong to three categories: 1. The basics of probability and statistics: These chapters focus on the basics of probability and statistics, and cover the key principles of these topics. Chapter 1 provides an overview of the area of probability and statistics as well as its relationship to machine learning. The fundamentals of probability and statistics are covered in Chapters 2 through 5. 2. From probability to machine learning: Many machine learning applications are addressed using probabilistic models, whose parameters are then learned in a data-driven manner. Chapters 6 through 9 explore how different models from probability and statistics are applied to machine learning. Perhaps the most important tool that bridges the gap from data to probability is maximum-likelihood estimation, which is a foundational concept from the perspective of machine learning. This concept is explored repeatedly in these chapters. 3. Advanced topics: Chapter 10 is devoted to discrete-state Markov processes. It explores the application of probability and statistics to a temporal and sequential setting, although the applications extend to more complex settings such as graphical data. Chapter 11 covers a number of probabilistic inequalities and approximations. The style of writing promotes the learning of probability and statistics simultaneously with a probabilistic perspective on the modeling of machine learning applications. The book contains over 200 worked examples in order to elucidate key concepts. Exercises are included both within the text of the chapters and at the end of the chapters. The book is written for a broad audience, including graduate students, researchers, and practitioners.
Statistics for Machine Learning - by Pratap Dangeti
About the Book This book will teach you all it takes to perform complex statistical computations required for Machine Learning. You will gain information on
Statistics for Machine Learning [Book]
Build Machine Learning models with a sound statistical understanding. About This Book Learn about the statistics behind powerful predictive models with
Probability for Statistics and Machine Learning
This accessible book provides a versatile treatment of classic as well as modern probability theory, while integrating t
Probability for Statistics and Machine Learning
May 19, 2011 —
Statistics Books for Machine Learning
Aug 14, 2020 —
Probability for Statistics and Machine Learning
This book can be used as a text for a year long graduate course in statistics, computer science, or mathematics, for self-study, and as an invaluable research
Machine Learning: a Concise Introduction
by SW Knox —
Python for Probability, Statistics, and Machine Learning
This book, fully updated for Python version 3.6+, covers the key ideas that link probability, statistics, and machine learning illustrated using Python
Good book for learning Probability and statistics?
Dec 25, 2016 —
Probability for Statistics and Machine Learning
by A DasGupta · Cited by 179 —
Statistics For Machine Learning | Probability & Linear Algebra
Dec 21, 2023 —
Probability and Statistics for Machine Learning: A Textbook
This book covers probability and statistics from the machine learning perspective. The chapters of this book belong to three categories: 1.
Download more ebooks:
Read online: CRPE, Anglais - 50 fiches de remise à niveau
[PDF] EL INGLES EN LA CONSULTA VETERINARIA descargar gratis
[Descargar pdf] HAPPILY NEVER AFTER
(edición en inglés)
Descargar PDF CIRCE
VOLVER A MÍ EBOOK | JULIO BEVIONE | Descargar libro PDF EPUB
[ePub] O QUE SEI DO SILENCIO descargar gratis