{"product_id":"natural-language-processing-with-flair-a-practical-guide-to-understanding-and-solving-nlp-problems-with-flair-paperback","title":"Natural Language Processing with Flair: A practical guide to understanding and solving NLP problems with Flair - Paperback","description":"\u003cp\u003eby \u003cb\u003eTadej Magajna\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eLearn how to solve practical NLP problems with the Flair Python framework, train sequence labeling models, work with text classifiers and word embeddings, and much more through hands-on practical exercises\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eBacked by the community and written by an NLP expert\u003c\/li\u003e\n\u003cli\u003eGet an understanding of basic NLP problems and terminology\u003c\/li\u003e\n\u003cli\u003eSolve real-world NLP problems with Flair with the help of practical hands-on exercises\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eFlair is an easy-to-understand natural language processing (NLP) framework designed to facilitate training and distribution of state-of-the-art NLP models for named entity recognition, part-of-speech tagging, and text classification. Flair is also a text embedding library for combining different types of embeddings, such as document embeddings, Transformer embeddings, and the proposed Flair embeddings.\u003c\/p\u003e\u003cp\u003eNatural Language Processing with Flair takes a hands-on approach to explaining and solving real-world NLP problems. You'll begin by installing Flair and learning about the basic NLP concepts and terminology. You will explore Flair's extensive features, such as sequence tagging, text classification, and word embeddings, through practical exercises. As you advance, you will train your own sequence labeling and text classification models and learn how to use hyperparameter tuning in order to choose the right training parameters. You will learn about the idea behind one-shot and few-shot learning through a novel text classification technique TARS. Finally, you will solve several real-world NLP problems through hands-on exercises, as well as learn how to deploy Flair models to production.\u003c\/p\u003e\u003cp\u003eBy the end of this Flair book, you'll have developed a thorough understanding of typical NLP problems and you'll be able to solve them with Flair.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eGain an understanding of core NLP terminology and concepts\u003c\/li\u003e\n\u003cli\u003eGet to grips with the capabilities of the Flair NLP framework\u003c\/li\u003e\n\u003cli\u003eFind out how to use Flair's state-of-the-art pre-built models\u003c\/li\u003e\n\u003cli\u003eBuild custom sequence labeling models, embeddings, and classifiers\u003c\/li\u003e\n\u003cli\u003eLearn about a novel text classification technique called TARS\u003c\/li\u003e\n\u003cli\u003eDiscover how to build applications with Flair and how to deploy them to production\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho this book is for: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThis Flair NLP book is for anyone who wants to learn about NLP through one of the most beginner-friendly, yet powerful Python NLP libraries out there. Software engineering students, developers, data scientists, and anyone who is transitioning into NLP and is interested in learning about practical approaches to solving problems with Flair will find this book useful. The book, however, is not recommended for readers aiming to get an in-depth theoretical understanding of the mathematics behind NLP. Beginner-level knowledge of Python programming is required to get the most out of this book.\u003c\/p\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 200\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.42 x 9.25 x 7.5 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e April 29, 2022\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":42118482133127,"sku":"9781801072311","price":59.02,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0601\/2623\/2711\/files\/15092d975d447e39a37f2247d442e470.webp?v=1732533714","url":"https:\/\/booksby.splitshops.com\/products\/natural-language-processing-with-flair-a-practical-guide-to-understanding-and-solving-nlp-problems-with-flair-paperback","provider":"Books by splitShops","version":"1.0","type":"link"}