{"product_id":"practical-weak-supervision-doing-more-with-less-data","title":"Practical Weak Supervision: Doing More With Less Data","description":"\u003cp style=\"-webkit-tap-highlight-color: transparent; color: rgb(102, 102, 102); font-family: \" open sans margin:=\"\" padding:=\"\"\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 style=\"-webkit-tap-highlight-color: transparent; color: rgb(102, 102, 102); font-family: \" open sans margin:=\"\" padding:=\"\"\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 style=\"-webkit-tap-highlight-color: transparent; padding-right: 0px; padding-left: 20px; margin: 0px; list-style-position: initial; list-style-image: initial; color: rgb(102, 102, 102); font-family: \" open sans\u003e\n\u003cli style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\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 style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\u003eUse Snorkel AI for weak supervision and data programming\u003c\/li\u003e\n\u003cli style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\u003eGet code examples for using Snorkel to label text and image datasets\u003c\/li\u003e\n\u003cli style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\u003eUse a weakly labeled dataset for text and image classification\u003c\/li\u003e\n\u003cli style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\u003eLearn practical considerations for using Snorkel with large datasets and using Spark clusters to scale labeling\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Shroff\/O'Reilly","offers":[{"title":"Default Title","offer_id":50506219094086,"sku":"9789355420435","price":810.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0754\/2797\/1142\/files\/9789355420435_ebhl-en.jpg?v=1790323558","url":"https:\/\/cb-india.com\/products\/practical-weak-supervision-doing-more-with-less-data","provider":"Computer Bookshop (India) Pvt Ltd","version":"1.0","type":"link"}