AllenDowney/BiteSizeBayes

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AllenDowney/BiteSizeBayes

AllenDowney

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An introduction to Bayesian statistics using Python and (coming soon) R.

Bite Size Bayes

Bite Size Bayes is an introduction to Bayesian statistics using Python and (coming soon) R. It does not assume any previous knowledge of probability or Bayesian methods.

This material is a work in progress, so suggestions are welcome. The best way to provide feedback is to click here and create an issue in this GitHub repository.

The notebooks

For each of the notebooks below, you have two options: if you view the notebook on NBViewer, you can read it, but you can't run the code. If you run the notebook on Colab, you'll be able to run the code, do the exercises, and save your modified version of the notebook in a Google Drive (if you have one).

Notebook 1

The Linda Problem:

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Notebook 2

Bayes's Theorem:

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or click here to read it on NBViewer

Notebook 3

The Cookie Problem:

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or click here to read it on NBViewer

Notebook 4

The Dice Problem:

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or click here to read it on NBViewer

Notebook 5

Interpreting medical tests:

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or click here to read it on NBViewer

Notebook 6

The probability mass function:

Press this button to run this notebook on Colab:

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or click here to read it on NBViewer

Notebook 7

The Euro problem:

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or click here to read it on NBViewer

Notebook 8

The World Cup problem:

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or click here to read it on NBViewer

Notebook 9

The World Cup problem, part two:

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or click here to read it on NBViewer

Notebook 10

Joint distributions:

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Notebook 11

Comparisons:

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Notebook 12

The Binomial Distribution:

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Notebook 13

The Price Is Right Problem:

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ThinkStats2

Text and supporting code for Think Stats, 2nd Edition

Jupyter Notebook

ThinkDSP

Think DSP: Digital Signal Processing in Python, by Allen B. Downey.

Jupyter Notebook

ThinkPython2

LaTeX source and supporting code for Think Python, 2nd edition, by Allen Downey.

ThinkBayes

Code repository for Think Bayes.

ThinkBayes2

Text and code for the forthcoming second edition of Think Bayes, by Allen Downey.

Jupyter Notebook

ThinkPython

Code examples and exercise solutions from Think Python by Allen Downey, published by O'Reilly Media.

ModSimPy

Text and supporting code for Modeling and Simulation in Python

ThinkComplexity2

Book and code for Think Complexity, 2nd edition

Jupyter Notebook

ThinkOS

Text and supporting code for Think OS: A Brief Introduction to Operating Systems, by Allen Downey.

ThinkDataStructures

LaTeX source and supporting code for Think Data Structures: Algorithms and Information Retrieval in Java

ThinkJavaCode

Supporting code for Think Java by Allen Downey and Chris Mayfield.

ElementsOfDataScience

An introduction to data science in Python, for people with no programming experience.

Jupyter Notebook

BayesMadeSimple

Code for a tutorial on Bayesian Statistics by Allen Downey.

Jupyter Notebook

LittleBookOfSemaphores

LaTeX source and supporting code for The Little Book of Semaphores, by Allen Downey.

CompStats

Code for a workshop on statistical interference using computational methods in Python.

Jupyter Notebook

empiricaldist

Python library that represents empirical distribution functions.

Jupyter Notebook

DSIRP

Data Structures and Information Retrieval in Python

Jupyter Notebook

ThinkCPP

Text and code for Think C++ by Allen Downey

ExercisesInC

Exercises for people learning the C programming language

ThinkComplexity

Code for Allen Downey's book Think Complexity, published by O'Reilly Media.

AstronomicalData

An introduction to working with astronomical data in Python.

Jupyter Notebook

Swampy

Code for Swampy, a set of modules used in Think Python, first edition

PhysicalModelingInMatlab

Text and code for Physical Modeling in MATLAB

ProbablyOverthinkingIt

Supplementary material for my book, Probably Overthinking It.

Jupyter Notebook

ThinkPythonItalian

LaTeX source for the Italian Translation of Think Python.

DataExploration

Supporting code for a video series on best practices for exploratory data analysis.

BayesianDecisionAnalysis

Repository for a workshop on Bayesian Decision Analysis

Jupyter Notebook

ExploratoryDataAnalysis

Repository for an online class on Exploratory Data Analysis in Python

Jupyter Notebook

ThinkJava

LaTeX source for Think Java, 1st edition, by Allen Downey and Chris Mayfield.

SurvivalAnalysisPython

Explorations of survival analysis in Python

Jupyter Notebook

BayesForUndergrads

Materials for a workshop on developing undergraduate classes on Bayesian statistics.

DataScience

Site for a Data Science class taught by Allen Downey

ComplexityScience

Repository for a workshop on Complexity Science

Jupyter Notebook

ThinkX

ThinkStats3

Code and LaTeX source for Think Stats, third edition

BayesSeminar

Bayesian statistics seminars

Jupyter Notebook

BayesianInferencePyMC

Workshop on Bayesian inference using PyMC

Jupyter Notebook

ElementsOfDataScienceBook

Repository for the manuscript of Elements of Data Science

PoliticalAlignmentCaseStudy

Notebooks and data for a case study on political alignment, outlook, and beliefs

Jupyter Notebook

thinkjavasolutions5

Automatically exported from code.google.com/p/thinkjavasolutions

blair-walden-project

The Blair Walden Project: in 1845 Henry David Thoreau went to live in the woods... a year later his journal was found.

Portfolio

Portfolio of Allen Downey at Olin College

ThinkPythonSolutions

Automatically exported from code.google.com/p/thinkpythonsolutions

DataQnA

Data Q&A: Questions and answers about data and statistics

Jupyter Notebook

ProbablyOverthinkingIt2

New repo for projects related to my blog, Probably Overthinking It.

Jupyter Notebook

MarriageNSFG

Repository for a project using NSFG data to explore marriage patterns in the US.

clink

A network measurement tool, described at http://allendowney.com/research/clink/

RecidivismCaseStudy

Case study on evaluating statistical tools that predict recidivism.

Jupyter Notebook

ModSim

Modeling and Simulation in Python and MATLAB/Octave

Jupyter Notebook

ThinkStats

Notebooks for the third edition of Think Stats

Jupyter Notebook

SignalsAndSystemsAndDynamics

Code and examples for an experimental class on signals, systems, and dynamics

GssReligion

Code and data for measuring and predicting religious affiliation using GSS data.

Jupyter Notebook

GunControlGenerational

Data and analysis related to generational changes in attitudes toward gun control

Jupyter Notebook

ThinkPerl6

Text and supporting code for Think Perl 6 by Laurent Rosenfeld with Allen Downey

ModSimMatlab

Text and supporting code for Modeling and Simulation.

JavaOOP

Supporting code for the OOP in Java independent study

DSIRPSolutions

Solutions to the exercises in Data Structures and Information Retrieval in Python (DSIRP)

Jupyter Notebook

SoftwareSystems

Repo for software related to Software Systems at Olin College.

ThinkBayes2Translations

Translations of Think Bayes.

Jupyter Notebook

plastex-oreilly

Branch of plastex that generates DocBook 4.5 that meets O'Reilly style guidelines.

JupyterAsciidocTemplate

Template for converting Jupyter notebooks to an asciidoc book.

Jupyter Notebook

internet-religion

Data and code for an analysis of Internet use and religious affiliation using data from the GSS.

AtmoChem

Atmospheric chemistry data and analysis

Jupyter Notebook

TheShakes

Jupyter Notebook

complexity

Automatically exported from code.google.com/p/complexity

PythonCounterPmf

Examples using Python's Counter collection to implement a probability mass function (PMF)

Jupyter Notebook

FirstLateNSFG

Data and analysis for "Are first babies more likely to be late?"

Jupyter Notebook

PythonFun

Jupyter Notebook

ThinkJavaSequel

Text and supporting code for Think DS: Data Structures in Java, by Allen Downey.

matlabsolutions

Automatically exported from code.google.com/p/matlabsolutions

ThinkOCaml

Automatically exported from code.google.com/p/thinkocaml

Notebooks

A repo for iPython notebooks.

ISSPRegression

Exploration of the data from the Crowdsourced Replication Initiative

thinkjava5

Automatically exported from code.google.com/p/thinkapjava

plastex-docbook

DocBook renderer plugin templates and classes for the plasTeX engine

GssExtract

Jupyter Notebook

SoftwareDesign

Directories and unit tests for exercises in Software Design at Olin College.

InspectionParadox

Code and data for an article on length-biased sampling and the inspection paradox

Jupyter Notebook

OlinPyShop

Code for Python workshops from Olin College

TeamAllocation

Code for making team allocations under constraints.

QEACode

Code for Quantitative Engineering Analysis (QEA) class at Olin College

thinkpythonchinese

Automatically exported from code.google.com/p/thinkpythonchinese

simulating

LongTailedDistributions

Data and code from a series of papers about long-tailed distributions in the Internet.

AfroBarometer

Jupyter Notebook

python-in-hydrology

Automatically exported from code.google.com/p/python-in-hydrology

a-bad-synthesizer

Arduino-based analog-digital synthesizer

2019-08-27-needham

GssFeminism

Exploration of changes in views related to feminism

Jupyter Notebook