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Natural Language Processing with Transformers
Taschenbuch von Lewis Tunstall (u. a.)
Sprache: Englisch

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Beschreibung

Since their introduction in 2017, transformers have quickly become the dominant architecture for achieving state-of-the-art results on a variety of natural language processing tasks. If you're a data scientist or coder, this practical book -now revised in full color- shows you how to train and scale these large models using Hugging Face Transformers, a Python-based deep learning library.

Transformers have been used to write realistic news stories, improve Google Search queries, and even create chatbots that tell corny jokes. In this guide, authors Lewis Tunstall, Leandro von Werra, and Thomas Wolf, among the creators of Hugging Face Transformers, use a hands-on approach to teach you how transformers work and how to integrate them in your applications. You'll quickly learn a variety of tasks they can help you solve.

  • • Build, debug, and optimize transformer models for core NLP tasks, such as text classification, named entity recognition, and question answering • Learn how transformers can be used for cross-lingual transfer learning • Apply transformers in real-world scenarios where labeled data is scarce • Make transformer models efficient for deployment using techniques such as distillation, pruning, and quantization • Train transformers from scratch and learn how to scale to multiple GPUs and distributed environments

Since their introduction in 2017, transformers have quickly become the dominant architecture for achieving state-of-the-art results on a variety of natural language processing tasks. If you're a data scientist or coder, this practical book -now revised in full color- shows you how to train and scale these large models using Hugging Face Transformers, a Python-based deep learning library.

Transformers have been used to write realistic news stories, improve Google Search queries, and even create chatbots that tell corny jokes. In this guide, authors Lewis Tunstall, Leandro von Werra, and Thomas Wolf, among the creators of Hugging Face Transformers, use a hands-on approach to teach you how transformers work and how to integrate them in your applications. You'll quickly learn a variety of tasks they can help you solve.

  • • Build, debug, and optimize transformer models for core NLP tasks, such as text classification, named entity recognition, and question answering • Learn how transformers can be used for cross-lingual transfer learning • Apply transformers in real-world scenarios where labeled data is scarce • Make transformer models efficient for deployment using techniques such as distillation, pruning, and quantization • Train transformers from scratch and learn how to scale to multiple GPUs and distributed environments
Über den Autor
Lewis Tunstall is a data scientist at Swisscom, focused on building machine learning powered applications in the domains of natural language processing and time series. A former theoretical physicist, he has over 10 years experience translating complex subject matter to lay audiences and has taught machine learning to university students at both the graduate and undergraduate levels.
Details
Erscheinungsjahr: 2022
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781098136796
ISBN-10: 1098136799
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Tunstall, Lewis
Werra, Leandro von
Wolf, Thomas
Auflage: Revised Edition
Hersteller: O'Reilly Media
Maße: 175 x 231 x 25 mm
Von/Mit: Lewis Tunstall (u. a.)
Erscheinungsdatum: 15.07.2022
Gewicht: 0,702 kg
Artikel-ID: 121986956
Über den Autor
Lewis Tunstall is a data scientist at Swisscom, focused on building machine learning powered applications in the domains of natural language processing and time series. A former theoretical physicist, he has over 10 years experience translating complex subject matter to lay audiences and has taught machine learning to university students at both the graduate and undergraduate levels.
Details
Erscheinungsjahr: 2022
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781098136796
ISBN-10: 1098136799
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Tunstall, Lewis
Werra, Leandro von
Wolf, Thomas
Auflage: Revised Edition
Hersteller: O'Reilly Media
Maße: 175 x 231 x 25 mm
Von/Mit: Lewis Tunstall (u. a.)
Erscheinungsdatum: 15.07.2022
Gewicht: 0,702 kg
Artikel-ID: 121986956
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