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: | 78 |
| 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
Contextual Process DigitalizationDownload free course Contextual Process Digitalization, pdf file on 282 pages by Albert Fleischmann, Stefan Oppl, Werner Schmidt, Christian Stary....
Learning HaskellDownload free course Learning Haskell, pdf file on 296 pages by Stack Overflow Community....
Think Bayes: Bayesian Statistics in PythonIf 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 conti...
Learning Vue.jsDownload free course Learning Vue.js, pdf file on 93 pages by Stack Overflow Community....
Xamarin.Forms SuccinctlyDownload free course Xamarin.Forms Succinctly, pdf file on 145 pages by Alessandro Del Sole....
Computer Science Tapestry: Exploring Programming and Computer Science with C++This book is designed for a first course1 in computer science that uses C++ as the language by which programming is studied. My goal in writing the book has not been to cover the syntax of a large language like C++, but to leverage the best features of the language using sound practices of prog...
HackSpace Magazine: Issue 45Download free course HackSpace Magazine: Issue 45, pdf file on 116 pages by HackSpace Team....
Cyber-Physical Systems of SystemsDownload free course Cyber-Physical Systems of Systems, pdf file on 270 pages by Andrea Bondavalli, Sara Bouchenak, Hermann Kopetz....
D3 Tips and Tricks v3.xDownload free course D3 Tips and Tricks v3.x, pdf file on 551 pages by Malcolm Maclean....
Docker for DevelopersThis book introduces the use of Docker focusing on best usage practices, based on the 12fa..., download free Docker tutorial in PDF (150 pages) created by Rafael Gomes ....