Tag: probability

DataQuest – Probability Statistics and Linear Algebra

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This course is step 5 of 6 in the DataQuest Data Analyst Path and with the addition of material on Linear Algebra, it is step 5 of 11 in the DataQuest Data Scientist Path. “Learn Statistics for more robust data analysis.” The curriculum for this course includes material for beginners and for intermediates. The material for beginners covers: Introduction to Statistics Standard Deviation and Correlation Descriptive Statistics Linear Regression Distributions and … Continue Reading

Open Data Science Conference (ODSC) East

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Use Promo Code ODSC-BecomingDataSci for 5-20% off registration 2017 Event: May 3-5, 2017 – Boston, MA 2017 Speakers Tracks: Open Data Science, Machine Learning, Big Data Science, Open Visualization “ODSC – Open Data Science Conference – is essential for anyone who wants to connect to the data science community and contribute to the open source applications they use everyday. Our goal is to bring together the global data science community to help … Continue Reading

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.

Pattern Recognition and Machine Learning

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This textbook is suitable for courses on machine learning, statistics, computer science, signal processing, computer vision, data mining, and bioinformatics, and is aimed at advanced undergraduates or 1st-year PhD students, as well as practitioners.

Statistics in a Nutshell

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Statistics in a Nutshell is a clear and concise introduction and reference for anyone new to the subject.

Naked Statistics: Stripping the Dread from the Data

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Wheelan strips away the arcane and technical details, focuses on the underlying intuition that drives statistical analysis, and clarifies key concepts such as inference, correlation, and regression analysis.

Probability Cheat Sheet

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This is an 10-page probability cheatsheet that summarizes important probability probability concepts, formulas, and distributions, with figures, examples, and stories.

Mathematics for the Nonmathematician

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In this erudite, entertaining text, Morris Kline, Professor Emeritus of Mathematics at New York University, provides the student with a detailed treatment of mathematics in a cultural and historical context.

Data Science from Scratch: First Principles with Python

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In this book, you’ll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch.