Think Stats

Downey, Allen

ISBN 10: 1449307116 / ISBN 13: 9781449307110

Edité par O'Reilly Media, 2011

N° de réf. du vendeur 1449307116-3-36248180

Synopsis :

If you know how to program, you have the skills to turn data into knowledge using the tools of probability and statistics. This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python.

You'll work with a case study throughout the book to help you learn the entire data analysis process—from collecting data and generating statistics to identifying patterns and testing hypotheses. Along the way, you'll become familiar with distributions, the rules of probability, visualization, and many other tools and concepts.

• Develop your 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
• Learn topics not usually covered in an introductory course, such as Bayesian estimation
• Import data from almost any source using Python, rather than be limited to data that has been cleaned and formatted for statistics tools
• Use statistical inference to answer questions about real-world data

À propos de l?auteur: Allen Downey is an Associate Professor of Computer Science at the Olin College of Engineering. He has taught computer science at Wellesley College, Colby College and U.C. Berkeley. He has a Ph.D. in Computer Science from U.C. Berkeley and Master's and Bachelor's degrees from MIT.

Détails bibliographiques

Titre : Think Stats
Éditeur : O'Reilly Media
Date d'édition : 2011
Reliure : paperback
Etat : Good