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This book, fully updated for Python version 3.6+, covers the key ideas that link probability, statistics, and machine learning illustrated using Python modules

Probability is the bedrock of machine learning. You cannot develop a deep understanding and application of machine learning without it. Cut through the equation

This book provides a versatile and lucid treatment of classic as well as modern probability theory, while integrating them with core topics in statistical theor

Focuses on mathematical understanding Presentation is self-contained, accessible, and comprehensive Full color throughout Extensive list of exercises and worked

This book covers the fundamentals of machine learning with Python in a concise and dynamic manner. It covers data mining and large-scale machine learning using