{"product_id":"practical-weak-supervision-doing-more-with-less-data-paperback","title":"Practical Weak Supervision: Doing More with Less Data - Paperback","description":"\u003cdiv\u003e\u003cp style=\"text-align: right;\"\u003e\u003ca href=\"https:\/\/reportcopyrightinfringement.com\/\" target=\"_blank\" rel=\"nofollow\"\u003e\u003cb\u003eReport copyright infringement\u003c\/b\u003e\u003c\/a\u003e\u003c\/p\u003e\u003c\/div\u003e\u003cp\u003eby \u003cb\u003eWee Hyong Tok\u003c\/b\u003e (Author), \u003cb\u003eAmit Bahree\u003c\/b\u003e (Author), \u003cb\u003eSenja Filipi\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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\u003ch3\u003eAuthor Biography\u003c\/h3\u003e\u003cp\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\n            \u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 190\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.41 x 9.19 x 7 IN\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e November 09, 2021\u003c\/div\u003e\n            ","brand":"BooksCloud","offers":[{"title":"Default Title","offer_id":47212879053049,"sku":"9781492077060","price":89.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0789\/2782\/3097\/files\/NWUwa21GNmJPZzdlc3FrVFMvMFFodz09.webp?v=1768098811","url":"https:\/\/bookscloud.io\/products\/practical-weak-supervision-doing-more-with-less-data-paperback","provider":"BooksCloud Book Dropshipping","version":"1.0","type":"link"}