Real-world machine learning

• Main Authors: Brink, Henrik (Author), Richards, Joseph W. (Author), Fetherolf, Mark (Author)
• Format: Book
• Language: English
• Published: Shelter Island : Manning, [2017]
• Subjects: umělá inteligence; strojové učení; artificial intelligence; machine learning; kolektivní monografie; collective monographs
• ISBN: 9781617291920
• Physical Description: xxii, 242 stran : ilustrace ; 24 cm

Table of Contents:

• 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