Think Stats



Download free course Think Stats, pdf file on 264 pages by Allen Downey.
If you know how to program, you have the skills to turn data into knowledge, using tools of probability and statistics. This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python.

By working with a single case study throughout this thoroughly revised book, you'll learn the entire process of exploratory data analysis - from collecting data and generating statistics to identifying patterns and testing hypotheses. You'll explore distributions, rules of probability, visualization, and many other tools and concepts.

New chapters on regression, time series analysis, survival analysis, and analytic methods will enrich your discoveries.

Develop an understanding of probability and statistics by writing and testing code; Run experiments to test statistical behavior, such as generating samples from several distributions; Use simulations to understand concepts that are hard to grasp mathematically; Import data from most sources with Python, rather than rely on data that's cleaned and formatted for statistics tools; Use statistical inference to answer questions about real-world data.

Table of contents

  • Exploratory Data Analysis
  • Distributions
  • Probability Mass Functions
  • Cumulative Distribution Functions
  • Modeling Distributions
  • Probability Density Functions
  • Relationships Between Variables
  • Estimation
  • Linear Least Squares
  • Regression
  • Time Series Analysis
  • Survival Analysis
  • Analytic Methods
Pages : 264
Size : 2.8 MB
File type : PDF
Downloads: 60
Created: 2022-02-03
License: CC BY-NC-SA
Author(s): Allen Downey
Think Stats

Others Stats Tutorials

Think Stats, 2nd Edition

Others related eBooks about Think Stats

Access Control and internet Filtering

Looking for an insightful guide to the growing trend of internet filtering, censorship, and online surveillance around the world? Look no further than Access Controlled, a free 635-page PDF file offered by MIT Press....

Optimizing HPC Applications with Intel Cluster Tools

Optimizing HPC Applications with Intel Cluster Tools takes the reader on a tour of the fas..., download free HPC Applications tutorial in PDF (300 pages) created by Alexander Supalov ....

Don't Panic: Mobile Developer's Guide to The Galaxy

Download free course Don't Panic: Mobile Developer's Guide to The Galaxy, pdf file on 337 pages by Marco Tabor, Mladenka Vrdoljak....

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....

Arduino Programming Notebook

A beginner's reference to the programming syntax of the Arduino microcontroller. Includes information on program structure, variables, datatypes, arithmetic, constants, flow control, and most of the common functions of the core library. Also includes an appendix with schematics and simple programs...

Learning Regular Expressions

Download free course Learning Regular Expressions, pdf file on 94 pages by Stack Overflow Community....

Confessions of an IT Manager

Download free course Confessions of an IT Manager, pdf file on 306 pages by Phil Factor....

Image Editing with Photoshop

Learn how to create,edit and correct images with Photoshop, download free tutorial in pdf under 26 pages for beginners....

Azure Cognitive Services Succinctly

Download free course Azure Cognitive Services Succinctly, pdf file on 115 pages by by Ed Freitas....

Intel Trusted Execution Technology for Server Platforms

Intel Trusted Execution Technology (Intel TXT) is a new security technology that started a..., download free Server Platforms tutorial in PDF (153 pages) created by William Futral ....