{"product_id":"practical-weak-supervision-doing-more-with-less-data-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\u003cbr\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\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\u003cbr\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":50438617039122,"sku":"9781492077060","price":64.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_9dde1fd4-1fba-4478-95d0-0d0dddf8e519.jpg?v=1729652420","url":"https:\/\/surprise-castle.myshopify.com\/products\/practical-weak-supervision-doing-more-with-less-data-9781492077060","provider":"Surprise Castle","version":"1.0","type":"link"}