Real-world machine learning
(2017)
By:
Brink, Henrik
Nonfiction
Book
Call Numbers:
006.31/BRINK,H
0 Holds on 1 Copy
Availability
Details
PUBLISHED
Shelter Island, NY : Manning Publications Co., [2017]
© 2017
© 2017
DESCRIPTION
xxii, 242 pages : illustrations ; 24 cm
ISBN/ISSN
9781617291920, 1617291927
LANGUAGE
English
NOTES
Includes index
pt. 1. The machine-learning workflow. What is machine learning? ; Real-world data ; Modeling and prediction ; Model evaluation and optimization ; Basic feature engineering -- pt. 2. Practical application. Example : NYC taxi data ; Advanced feature engineering ; Advanced NLP example : Movie review sentiment ; Scaling machine-learning workflows ; Example : digital display advertising