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Natural Language Processing with Transformers: Building Language Applications with Hugging Face by
Natural Language Processing with Transformers: Building Language Applications with Hugging Face
Page: 410
Format: pdf, ePub, mobi, fb2
ISBN: 9781098103248
Publisher: O'Reilly Media, Incorporated
Free a ebooks download in pdf Natural Language Processing with Transformers: Building Language Applications with Hugging Face English version by
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 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
Applied Natural Language Processing in the Enterprise
With a basic understanding of machine learning and some Python experience, you'll learn how to build, train, and deploy models for real-world applications in
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Natural Language Processing with Transformers : Lewis Tunstall
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Natural Language Processing with Transformers - The
Natural Language Processing with Transformers: Building Language Applications with Hugging Face (Paperback) ; Availability. Please note: Books appearing in the Publisher: O'Reilly MediaPublication Date: February 22nd, 2022
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