Title:
Data science from scratch : first principles with Python / Joel Grus.
Author:
Grus, Joel, author.
Publication Information:
Sebastopol, CA : O'Reilly, [2015]
©2015
Call Number:
QA76.73.P98 G78 2015
Edition:
First edition.
ISBN:
9781491901427
Physical Description:
xvi, 311 pages : illustrations ; 24 cm.
General Note:
Includes index.
Subtitle from cover.
Contents:
Introduction -- A crash course in Python -- Visualizing data -- Linear algebra -- Statistics -- Probability -- Hypothesis and inference -- Gradient descent -- Getting data -- Working with data -- Machine learning -- k-Nearest neighbors -- Naive bayes -- Simple linear regression -- Multiple regression -- Logistic regression -- Decision trees -- Neural networks -- Clustering -- Natural language processing -- Network analysis -- Recommender systems -- Databases and SQL -- MapReduce -- Go forth and do data science.
Personal Author:
