{"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\u003eYou'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\n\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\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/02\/2021\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781492077060\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 192\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.69lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.41d","brand":"Wee Hyong Tok, Amit Bahree, Senja Filipi","offers":[{"title":"Default Title","offer_id":41187255746741,"sku":"9781492077060","price":76.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_1a80f7a3-b5de-469f-b59c-7e48fba561df.jpg?v=1633436781","url":"https:\/\/pastforward.org\/products\/practical-weak-supervision-doing-more-with-less-data-9781492077060","provider":"Past Forward","version":"1.0","type":"link"}