{"product_id":"self-supervised-learning-extracting-value-from-unlabeled-data-9798298762403","title":"Self-Supervised Learning: Extracting Value from Unlabeled Data","description":"\u003cp\u003e • Author(s): Kalen Virell\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Languages - Python\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eIn machine learning, labeled data is often scarce, expensive, or hard to come by. \u003cb\u003eSelf-Supervised Learning\u003c\/b\u003e changes the game by allowing models to learn from \u003cb\u003eunlabeled data\u003c\/b\u003e, using clever pretext tasks to generate labels automatically. This book provides a comprehensive guide to self-supervised learning (SSL), teaching you how to unlock the value of vast amounts of unlabeled data.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eSelf-Supervised Learning: Extracting Value from Unlabeled Data\u003c\/b\u003e takes you through the core concepts and practical applications of self-supervised learning. You'll learn how SSL can be applied across various domains, including natural language processing (NLP), computer vision, and speech processing, to build more effective, data-efficient models. The book covers key techniques such as contrastive learning, predictive modeling, and generative methods, with real-world examples and code in \u003cb\u003ePython\u003c\/b\u003e, \u003cb\u003eTensorFlow\u003c\/b\u003e, and \u003cb\u003ePyTorch\u003c\/b\u003e.\u003c\/p\u003e\u003cp\u003eInside, you'll find: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eDetailed explanations\u003c\/b\u003e of self-supervised learning principles and why it's a game changer in AI\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHow to build models that learn from unlabeled data using \u003cb\u003econtrastive learning\u003c\/b\u003e, \u003cb\u003emasked language models\u003c\/b\u003e, and \u003cb\u003eautoencoders\u003c\/b\u003e\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003ePractical step-by-step guidance on implementing \u003cb\u003eSSL techniques\u003c\/b\u003e in NLP, computer vision, and speech\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHands-on projects for building \u003cb\u003estate-of-the-art models\u003c\/b\u003e with minimal labeled data\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHow to fine-tune pre-trained models and adapt them to new tasks using self-supervised learning\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eBy the end of this book, you'll be equipped to leverage \u003cb\u003eunlabeled data\u003c\/b\u003e to train robust models that generalize well, even with limited supervised data. \u003cb\u003eBuy this book now\u003c\/b\u003e and start exploring how \u003cb\u003eself-supervised learning\u003c\/b\u003e can drive innovation in your AI projects.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46333570449559,"sku":"9798298762403","price":1344.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798298762403.webp?v=1768669909","url":"https:\/\/atlanticbooks.com\/products\/self-supervised-learning-extracting-value-from-unlabeled-data-9798298762403","provider":"Atlantic Books","version":"1.0","type":"link"}