If you know how to program, you have the skills to turn data into knowledge using the tools of probability and statistics. This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python.
You'll work with a case study throughout the book to help you learn the entire data analysis process?from collecting data and generating statistics to identifying patterns and testing hypotheses. Along the way, you'll become familiar with distributions, the rules of probability, visualization, and many other tools and concepts.
Pages : | 138 pages |
Size : | HTML and PDF (140 pages, 1.4 MB) |
File type : | |
Downloads: | 21 |
Created: | 2020-08-30 |
License: | CC BY-NC 4.0 |
Author(s): | Allen B. Downey |
Download free course Learning MongoDB, pdf file on 86 pages by Stack Overflow Community....
Principles of Programming LanguagesIn this open book, our goal is to study the fundamental concepts in programming languages,..., download free Principles of Programming tutorial in PDF (163 pages) created by Mike Grant ....
Making Servers WorkThis book highlights practical sysadmin skills, common architectures that you'll encounter..., download free Making Servers tutorial in PDF (280 pages) created by ....
Mathematica® Programming: an Advanced IntroductionStarting from first principles, this book covers all of the foundational material needed to develop a clear understanding of the Mathematica language, with a practical emphasis on solving problems. Concrete examples throughout the text demonstrate how Mathematica language, can be used to solve probl...
Introductionto the Assembly LanguageThis tutorial represente a brief introduction to assembly programming ,training courses in PDF under 77 pages designated to beginners....
Understanding Machine Learning: From Theory to AlgorithmsDownload Understanding Machine Learning tutorial, a complete eBook created by Shai Shalev-Shwartz and Shai Ben-David....
Lies, Damned Lies, or Statistics: How to Tell the Truth with StatisticsThe the goal of this book to help you learn How to Tell the Truth with Statistics and, therefore, how to tell when others are telling the truth ... or are faking their "news". ...
Efficient Learning Machines: Theories, Concepts, and Applications for Engineers and System DesignersMachine learning techniques provide cost-effective alternatives to traditional methods for extracting underlying relationships between information and data and for predicting future events by processing existing information to train models. Efficient Learning Machines explores the major topics of ma...
GNU GREP and RIPGREPDownload free course GNU GREP and RIPGREP, pdf file on 111 pages by Sundeep Agarwal....
Games and RulesDownload free course Games and Rules, pdf file on 323 pages by Beat Suter, Mela Kocher, René Bauer....