{"product_id":"data-structures-and-algorithms-in-david-w-liao-9798190192667","title":"Data Structures and Algorithms in the Era of Generative AI: Foundations, Performance, and Modern Applications with Python","description":"\u003cp\u003e\u003cb\u003eLearn the foundations of Data Structures and Algorithms while discovering how they power modern software and Generative AI systems.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003e\u003ci\u003eData Structures and Algorithms in the Era of GenAI\u003c\/i\u003e presents the essential topics of a traditional undergraduate DSA course through a practical, contemporary lens. Using Python, the book explains not only how common data structures and algorithms work, but also why they matter in applications involving large language models, retrieval systems, intelligent agents, caching, ranking, and data processing.\u003c\/p\u003e\u003cp\u003eThe book begins with Python and object-oriented programming foundations, then connects \u003cb\u003eBig-O\u003c\/b\u003e analysis to real-world performance measures such as latency, throughput, memory use, and scalability. It develops the major structures and algorithms step by step, including: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eArrays, lists, strings, and sequence-processing patterns\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eLinked lists, stacks, queues, and deques\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eTrees, binary search trees, AVL trees, and Red-Black trees\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHeaps and priority queues\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eGraph representations, traversal, shortest paths, and spanning trees\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHash tables, dictionaries, sets, caches, and memoization\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eLinear search, binary search, and search variants\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eClassic sorting algorithms, Timsort, partial sorting, and Top-K selection\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eBridge Theory with Modern AI Practice\u003c\/b\u003e\u003cbr\u003eGenerative AI examples are used to clarify the computer science rather than replace it. Readers will see how strings support prompt and response processing, queues manage requests and streaming work, heaps select the best candidates, graphs model workflows and relationships, hash tables support caching and token mappings, and searching and sorting contribute to retrieval and ranking.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cbr\u003eDesigned for undergraduate students, self-learners, instructors, and industry practitioners, this book requires no prior background in machine learning. Its goal is to help readers move beyond memorizing complexity tables and develop the judgment to choose the right structure for a problem, analyze its tradeoffs, evaluate AI-generated code, and build software that remains efficient as it scales.\u003c\/p\u003e\u003cp\u003eWhether you are preparing for a Data Structures course, strengthening your programming foundations, or building modern AI-enabled applications, this book provides the concepts and practical reasoning needed to design better systems.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e David W. Liao\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798190192667\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/02\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 684\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.57lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 1.37d","brand":"David W. Liao","offers":[{"title":"Paperback","offer_id":50666069033215,"sku":"9798190192667","price":49.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/data-structures-and-algorithms-in-david-w-liao-9798190192667","provider":"WR Book House","version":"1.0","type":"link"}