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Feature Engineering for Machine Learning
Principles and Techniques for Data Scientists
Taschenbuch von Alice Zheng
Sprache: Englisch

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Beschreibung
"Feature engineering is a crucial step in the machine-learning pipeline, yet this topic is rarely examined on its own. With this practical book, youll learn techniques for extracting and transforming features-the numeric representations of raw data-into formats for machine-learning models. Each chapter guides you through a single data problem, such as how to represent text or image data. Together, these examples illustrate the main principles of feature engineering."--Page 4 of cover.
"Feature engineering is a crucial step in the machine-learning pipeline, yet this topic is rarely examined on its own. With this practical book, youll learn techniques for extracting and transforming features-the numeric representations of raw data-into formats for machine-learning models. Each chapter guides you through a single data problem, such as how to represent text or image data. Together, these examples illustrate the main principles of feature engineering."--Page 4 of cover.
Über den Autor

Alice is a technical leader in the field of Machine Learning. Her experience spans algorithm and platform development and applications. Currently, she is a Senior Manager in Amazon's Ad Platform. Previous roles include Director of Data Science at GraphLab/Dato/Turi, machine learning researcher at Microsoft Research, Redmond, and postdoctoral fellow at Carnegie Mellon University. She received a Ph.D. in Electrical Engineering and Computer science, and B.A. degrees in Computer Science in Mathematics, all from U.C. Berkeley.

Details
Erscheinungsjahr: 2018
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Seiten: 630
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781491953242
ISBN-10: 1491953241
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Zheng, Alice
Hersteller: O'Reilly Media
Maße: 238 x 178 x 18 mm
Von/Mit: Alice Zheng
Erscheinungsdatum: 10.04.2018
Gewicht: 0,399 kg
preigu-id: 103425711
Über den Autor

Alice is a technical leader in the field of Machine Learning. Her experience spans algorithm and platform development and applications. Currently, she is a Senior Manager in Amazon's Ad Platform. Previous roles include Director of Data Science at GraphLab/Dato/Turi, machine learning researcher at Microsoft Research, Redmond, and postdoctoral fellow at Carnegie Mellon University. She received a Ph.D. in Electrical Engineering and Computer science, and B.A. degrees in Computer Science in Mathematics, all from U.C. Berkeley.

Details
Erscheinungsjahr: 2018
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Seiten: 630
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781491953242
ISBN-10: 1491953241
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Zheng, Alice
Hersteller: O'Reilly Media
Maße: 238 x 178 x 18 mm
Von/Mit: Alice Zheng
Erscheinungsdatum: 10.04.2018
Gewicht: 0,399 kg
preigu-id: 103425711
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