Data science from scratch: first principles with Python

by Grus, Joel

Type Book

Rate 0.0 /5

Details

Files

Reviews

Download

Title Statements

Full title :Data science from scratch : first principles with Python / Joel Grus.

Edition Statements

Publication Date:2019.
Edition:2nd edition

Publication Statements

Publisher(s):O'Reilly Media
Place of Publication:Sebastopol (CA)
Language:eng
Publication Date:2019.

The Physical Object

Description:1 v. (384 p.) : : illustrations ; : 24 cm

Edition Identifiers

ISBN:9781492041139, 1492041130
oclc:on1110456883
LC Classification:QA76.73.P98
Dewey Decimal:005.7565

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 -- Deep learning -- Clustering -- Natural language processing -- Network analysis -- Recommender systems -- Databases and SQL -- MapReduce -- Data ethics -- Go forth and do data science

Subjects

Bases de données Data Mining Data mining -- Mathematics Data structures (Computer science) Databases Exploration de données (Informatique) Exploration de données (Informatique) -… Python (Computer program language) Python (Langage de programmation) Structures de données (Informatique)