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Machine Learning Cheat Sheet

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This cheat sheet contains many classical equations and diagrams on machine learning, which will help you quickly recall knowledge and ideas in machine learning.

Think Bayes

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Use your existing programming skills to learn and understand Bayesian statistics. Work with problems involving estimation, prediction, decision analysis, evidence, and hypothesis testing.

What Is Data Science?

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Why do we suddenly care about statistics and about data? This report examines the many sides of data science — the technologies, the companies and the unique skill sets.

Data Analysis for the Life Sciences

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Data analysis is now part of practically every research project in the life sciences. In this book we use data and computer code to teach the necessary statistical concepts and programming skills to become a data analyst.

The Data Science Handbook

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The Data Science Handbook is a compilation of in-depth interviews with 25 remarkable data scientists, where they share their insights, stories, and advice.

The Art of Data Science

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This book describes, simply and in general terms, the process of analyzing data.

Advanced R

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The book is designed primarily for R users who want to improve their programming skills and understanding of the language.

R Programming for Data Science

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This book brings the fundamentals of R programming to you, using the same material developed as part of the industry-leading Johns Hopkins Data Science Specialization.

An Introduction to Statistical Learning: with Applications in R

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Provides an accessible overview of the field of statistical learning… This book presents some of the most important modeling and prediction techniques, along with relevant applications.