Think Stats
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 : | |
| Downloads: | 79 |
| Created: | 2022-02-03 |
| License: | CC BY-NC-SA |
| Author(s): | Allen Downey |
Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233
Others Stats Tutorials
Others related eBooks about Think Stats
Download LaTex PDF TutorialThis document is a free PDF complete tutorial about LaTex, training course in 748 pages created by Wikibooks.org....
Azure Tips and TricksDownload free course Azure Tips and Tricks, pdf file on 67 pages by by Michael Crump....
Microsoft Dynamics NAV AdministrationMicrosoft Dynamics NAV is an Enterprise Resource Planning (ERP) software product that inte..., download free NAV Administration tutorial in PDF (190 pages) created by Amit Sachdev ....
Tutorials of Visual Graphic Communication Programs for Interior DesignDownload free course Tutorials of Visual Graphic Communication Programs for Interior Design, pdf file on 314 pages by Yongyeon Cho....
Sensor TechnologiesDownload free course Sensor Technologies, pdf file on 321 pages by Michael J. McGrath, Cliodhna Ní Scanaill....
Advances in Flight Control SystemsNonlinear problems in flight control have stimulated cooperation among engineers and scientists from a range of disciplines. Developments in computer technology allowed for numerical solutions of nonlinear control problems, while industrial recognition and applications of nonlinear mathematical mo...
Understanding API SecurityGone are the days when it was acceptable for a piece of software to live in its own little..., download free API Security tutorial in PDF (205 pages) created by ....
20 Awesome Uses for a Raspberry PiThis is a free Raspberry PI PDF tutorial in 22 chapters and 21 pages. This document aims to give students 20 awesome projects that you can use Raspberry PI....
GNU SEDThe book heavily leans on examples to present features of sed as well as regular expressio..., download free GNU SED tutorial in PDF (100 pages) created by ....
The Complete Guide to Rooting Your Android Phone or TabletDownload free Android PDF tutorial in 12 chapters and 18 pages. This course helps users to know the efficient way to root their Android smartphone or tablet. ...