{"product_id":"advanced-retrieval-techniques-tokenization-vector-quantization-and-beyond-9798306499079","title":"Advanced Retrieval Techniques: Tokenization Vector Quantization And Beyond","description":"\u003cp\u003e • Author(s): Hawkings J. Crowd\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Artificial Intelligence - Expert Systems\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eDive Deep into the Cutting Edge of Information Retrieval\u003c\/p\u003e\u003cp\u003e\"ADVANCED RETRIEVAL TECHNIQUES: TOKENIZATION, VECTOR QUANTIZATION, AND BEYOND\" delves into the sophisticated methods driving modern search and information discovery. This book provides a comprehensive exploration of advanced techniques, including: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eTokenization Strategies: Master the art of breaking down text into meaningful units, exploring diverse approaches like word-level, subword-level (like Byte-Pair Encoding), and character-level tokenization. Understand the impact of different tokenization methods on retrieval performance.\u003c\/li\u003e\n\u003cli\u003eVector Quantization Techniques: Discover the power of representing information as vectors in a compressed and efficient manner. Explore various vector quantization methods, including Product Quantization (PQ), Hierarchical Navigable Small World (HNSW), and others. Learn how these techniques enable fast similarity search and improve retrieval efficiency.\u003c\/li\u003e\n\u003cli\u003eBeyond the Basics: Venture beyond traditional methods and explore the frontiers of information retrieval. Delve into topics such as: \u003cul\u003e\n\u003cli\u003eNeural Networks for Retrieval: Learn how neural networks, including transformers and deep learning models, are revolutionizing information retrieval. Explore techniques like dense retrieval and neural ranking.\u003c\/li\u003e\n\u003cli\u003eApproximate Nearest Neighbor Search (ANN): Understand the challenges of finding the closest neighbors in high-dimensional spaces and explore efficient ANN algorithms for fast and accurate retrieval.\u003c\/li\u003e\n\u003cli\u003eRetrieval in Noisy Environments: Explore techniques for robust retrieval in the presence of noise, such as typos, misspellings, and ambiguous queries.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eWho This Book Is For: \u003c\/p\u003e\u003cp\u003eThis book is ideal for: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eResearchers and practitioners in information retrieval, natural language processing, and machine learning.\u003c\/li\u003e\n\u003cli\u003eData scientists and engineers working on search engines, recommendation systems, and other applications involving information retrieval.\u003c\/li\u003e\n\u003cli\u003eStudents and academics seeking a deeper understanding of advanced retrieval techniques.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eKey Features: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eComprehensive and In-Depth: Covers a wide range of advanced retrieval techniques with detailed explanations and practical examples.\u003c\/li\u003e\n\u003cli\u003eCutting-Edge: Explores the latest advancements in the field, including neural networks and deep learning for retrieval.\u003c\/li\u003e\n\u003cli\u003ePractical Focus: Provides insights into real-world applications and challenges in information retrieval.\u003c\/li\u003e\n\u003cli\u003eAccessible Style: Written in a clear and concise manner, making it easy to understand for readers with varying levels of expertise.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\"ADVANCED RETRIEVAL TECHNIQUES: TOKENIZATION, VECTOR QUANTIZATION, AND BEYOND\"provides a valuable resource for anyone seeking to master the art of efficient and effective information retrieval.\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":45558235627671,"sku":"9798306499079","price":1479.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798306499079.webp?v=1768594606","url":"https:\/\/atlanticbooks.com\/products\/advanced-retrieval-techniques-tokenization-vector-quantization-and-beyond-9798306499079","provider":"Atlantic Books","version":"1.0","type":"link"}