Think Bayes



Download free course Think Bayes, pdf file on 213 pages by Allen Downey.
If you know how to program with Python and also know a little about probability, you're ready to tackle Bayesian statistics. With this book, you'll learn how to solve statistical problems with Python code instead of mathematical notation, and use discrete probability distributions instead of continuous mathematics. Once you get the math out of the way, the Bayesian fundamentals will become clearer, and you'll begin to apply these techniques to real-world problems.

Bayesian statistical methods are becoming more common and more important, but not many resources are available to help beginners. Based on undergraduate classes taught by author Allen Downey, this book's computational approach helps you get a solid start.

Use your existing programming skills to learn and understand Bayesian statistics; Work with problems involving estimation, prediction, decision analysis, evidence, and hypothesis testing; Get started with simple examples, using coins, M&Ms, Dungeons & Dragons dice, paintball, and hockey; Learn computational methods for solving real-world problems, such as interpreting SAT scores, simulating kidney tumors, and modeling the human microbiome.

Table of contents

  • Bayess Theorem
  • Computational Statistics
  • Estimation
  • More Estimation
  • Odds and Addends
  • Decision Analysis
  • Prediction
  • Observer Bias
  • Approximate Bayesian Computation
  • Hypothesis Testing
  • Evidence
  • Simulation
  • A Hierarchical Model
  • Dealing with Dimensions
  •  
  •  
Pages : 213
Size : 2.9 MB
File type : PDF
Downloads: 48
Created: 2022-02-03
License: CC BY-NC
Author(s): Allen Downey
Think Bayes

Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233

Others Computer science Tutorials

Foundations of Software Science and Computation Structures

Ionic Succinctly

Contribute to Opensource

Version Control with Subversion

HackSpace Magazine: Issue 47

Others related eBooks about Think Bayes

MATLAB Introduction

This tutorial provides a small overview about Matlab by Stephan Roth ,training PDF courses to learn the basics of MATLAB programming designated to beginners....

How the World Changed Social Media

Download free course How the World Changed Social Media, pdf file on 288 pages by Daniel Miller, Dr Elisabetta Costa, Nell Haynes, Tom McDonald, Dr Razvan Nicolescu, Jolynna Sinanan, Juliano Spyer, Shriram Venkatraman, Xinyuan Wang....

Patterns of Software: Tales from the Software Community

In our homes, our schools, and our businesses, computers play an ever-increasing role. But while most of us today can work a computer - albeit with the help of the ever-present computer software manual - we know little about what goes on inside the box and virtually nothing about software design o...

Building Secure and Reliable Systems

Download free course Building Secure and Reliable Systems, pdf file on 557 pages by by Betsy Beyer, Piotr Lewandowski, Ana Oprea, Paul Blankinship, Heather Adkins, Adam Stubblefield....

AutoCAD 2016 : Fundamentals

This pdf tutorial you will learn the basics of AutoCad 2016 , you will be effective and efficient in using a CAD system.Free training document under 42 pages for download ....

802.11ac: A Survival Guide

The next frontier for wireless LANs is 802.11ac, a standard that increases throughput beyo..., download free Survival Guide tutorial in PDF (152 pages) created by ....

Xamarin.Forms for macOS Succinctly

Download free course Xamarin.Forms for macOS Succinctly, pdf file on 122 pages by Alessandro Del Sole....

Web content filtering and access denied

Looking for a comprehensive guide on web content filtering and access denied ? Check out the free course offered by MIT Press! This 467-page PDF file provides insights on Internet blocking and filtering practices across the globe. ...

Statistics with Julia

Download free course Statistics with Julia, pdf file on 413 pages by Hayden Klok, Yoni Nazarathy....

Tensorflow 2 Tutorial

TensorFlow is a free and open-source software library for machine learning. It can be used..., download free Tensorflow tutorial in PDF (66 pages) created by Ren Zhang ....