{pdf download} Probability and Statistics for Machine Learning: A Textbook by Charu C. Aggarwal

Download Book ➡ Link
Read Book Online ➡ Link

Download books google books pdf free Probability and Statistics for Machine Learning: A Textbook 9783031532818 English version

Overview

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.

Other ebooks: [Kindle] NO PLACE LIKE YOU descargar gratis pdf , Strange Pictures: A Novel by Uketsu, Jim Rion on Iphone New Format pdf , PDF [DOWNLOAD] Heartbroken by Serena Valentino on Iphone pdf , [ePub] LA BIBLIOTECA DE LOS NUEVOS COMIENZOS descargar gratis pdf , {epub download} Run the Song: Writing About Running About Listening by Ben Ratliff pdf , RENACER HORMONAL YOLANDA MARTINEZ ePub gratis pdf , DOWNLOADS The Backsliders: Why Leaders Undermine Their Own Democracies by Susan C. Stokes pdf , [Descargar pdf] LA VIDA SENSE ELL pdf , Download PDF Miraculous Chibi Summer Special by Carrie Harris, Ryan Jampole, Amy Chase pdf , Descargar ebook LAS CHICAS DE AYER | Descarga Libros Gratis (PDF - EPUB) pdf , Lire en ligne : Tarot de Marseille pdf .