{"product_id":"practical-weak-supervision-wee-hyong-tok-9781492077060","title":"Practical Weak Supervision: Doing More with Less Data","description":"\u003cp\u003eMost data scientists and engineers today rely on quality labeled data to train machine learning models. But building a training set manually is time-consuming and expensive, leaving many companies with unfinished ML projects. There's a more practical approach. In this book, Wee Hyong Tok, Amit Bahree, and Senja Filipi show you how to create products using weakly supervised learning models. \u003c\/p\u003e\u003cp\u003e You'll learn how to build natural language processing and computer vision projects using weakly labeled datasets from Snorkel, a spin-off from the Stanford AI Lab. Because so many companies have pursued ML projects that never go beyond their labs, this book also provides a guide on how to ship the deep learning models you build. \u003c\/p\u003e\u003cul\u003e \u003cli\u003eGet up to speed on the field of weak supervision, including ways to use it as part of the data science process \u003c\/li\u003e\n\u003cli\u003eUse Snorkel AI for weak supervision and data programming \u003c\/li\u003e\n\u003cli\u003eGet code examples for using Snorkel to label text and image datasets \u003c\/li\u003e\n\u003cli\u003eUse a weakly labeled dataset for text and image classification \u003c\/li\u003e\n\u003cli\u003eLearn practical considerations for using Snorkel with large datasets and using Spark clusters to scale labeling \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Wee Hyong Tok, Amit Bahree, Senja Filipi\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1492077062\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781492077060\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/09\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 190\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.69lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.41d\u003cbr\u003e\u003cp\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eis a product and AI leader with a background in product management, machine learning\/deep learning, research, and working on complex technical engagements with customers. Over the years, he has demonstrated that the early thought-leadership whitepapers he wrote on tech trends have become reality, and are deeply integrated into many products. Wee Hyong has worn many hats in his career--developer, program\/product manager, data scientist, researcher, and strategist, and his range of experience has given him unique superpowers to lead and define the strategy for high-performing data and AI innovation teams.\u003c\/p\u003e","brand":"Wee Hyong Tok","offers":[{"title":"Paperback","offer_id":44046179139839,"sku":"9781492077060","price":79.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_50dcb0a5-771e-4260-a053-4e1aa5348b65.jpg?v=1684983092","url":"https:\/\/www.whiterainbookhouse.com\/products\/practical-weak-supervision-wee-hyong-tok-9781492077060","provider":"WR Book House","version":"1.0","type":"link"}