{"product_id":"9783032337849","title":"Quantum Machine Learning Codebook Build Hybrid Models with PennyLane, Cirq, and Qiskit in Notebooks","description":"\u003ch3\u003eSpringerBriefs in Computer Science\u003c\/h3\u003e\u003ch1\u003eQuantum Machine Learning Codebook\u003c\/h1\u003e\u003ch2\u003eBuild Hybrid Models with PennyLane, Cirq, and Qiskit in Notebooks\u003c\/h2\u003e\u003ch3\u003eDennis Wayo | Sven Groppe\u003c\/h3\u003e\u003cdiv\u003e\u003cb\u003eMathematics \/ Probability \u0026amp; Statistics \/ General\u003c\/b\u003e\u003c\/div\u003e\u003cbr\u003e\u003cdiv\u003e\n\u003cdiv class=\"flex-1 flex flex-col px-4 max-w-3xl mx-auto w-full pt-1\"\u003e\r\n\u003cdiv\u003e\r\n\u003cdiv data-test-render-count=\"1\"\u003e\r\n\u003cdiv class=\"group\"\u003e\r\n\u003cdiv class=\"group relative relative pb-3\" data-is-streaming=\"false\"\u003e\r\n\u003cdiv class=\"font-claude-response relative leading-[1.65rem] [\u0026amp;_pre\u0026gt;div]:bg-bg-000\/50 [\u0026amp;_pre\u0026gt;div]:border-0.5 [\u0026amp;_pre\u0026gt;div]:border-border-400 [\u0026amp;_.ignore-pre-bg\u0026gt;div]:bg-transparent [\u0026amp;_.standard-markdown_:is(p,blockquote,h1,h2,h3,h4,h5,h6)]:pl-2 [\u0026amp;_.standard-markdown_:is(p,blockquote,ul,ol,h1,h2,h3,h4,h5,h6)]:pr-8 [\u0026amp;_.progressive-markdown_:is(p,blockquote,h1,h2,h3,h4,h5,h6)]:pl-2 [\u0026amp;_.progressive-markdown_:is(p,blockquote,ul,ol,h1,h2,h3,h4,h5,h6)]:pr-8\"\u003e\r\n\u003cdiv\u003e\r\n\u003cdiv class=\"standard-markdown grid-cols-1 grid [\u0026amp;_\u0026gt;_*]:min-w-0 gap-3 standard-markdown\"\u003e\r\n\u003cp class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"\u003eThis book covers an end-to-end, build-first path into practical quantum machine learning. It begins with foundational concepts explained in plain language, then moves through trainable variational classifiers, quantum kernel methods, and Born-style generative models. It continues with hybrid deep-learning workflows and simulator-to-hardware transition practices, and concludes with a full capstone and reproducibility playbook. Every chapter is tied to runnable notebooks so readers can execute, modify, and verify each method directly.\u003c\/p\u003e\r\n\u003cp class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"\u003eThe text is designed for readers who want working systems, not theory alone. It shows how to structure experiments, control variance, compare against strong classical baselines, and report results with technical honesty. Special focus is given to shot management, cross-framework parity, transpilation effects, and cost-aware evaluation so that claims remain methodologically defensible.\u003c\/p\u003e\r\n\u003cp class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"\u003eAcross the chapters, the same modeling ideas are translated across PennyLane, Cirq, and Qiskit to promote portability beyond any single stack. The result is a practical reference for learners and practitioners who need to design, train, evaluate, and communicate hybrid quantum-classical models under real engineering constraints.\u003c\/p\u003e\r\n\u003chr class=\"border-border-200 border-t-0.5 my-3 mx-1.5\"\u003e\n\u003c\/div\u003e\r\n\u003c\/div\u003e\r\n\u003c\/div\u003e\r\n\u003c\/div\u003e\r\n\u003c\/div\u003e\r\n\u003c\/div\u003e\r\n\u003c\/div\u003e\r\n\u003c\/div\u003e\r\n\u003cdiv class=\"sticky bottom-0 mx-auto w-full pt-6 print:hidden z-[5]\" data-chat-input-container=\"true\"\u003e\r\n\u003cdiv\u003e\u003cfieldset class=\"flex w-full min-w-0 flex-col\"\u003e\r\n\u003cdiv class=\"relative\"\u003e \u003c\/div\u003e\r\n\u003c\/fieldset\u003e\u003c\/div\u003e\r\n\u003c\/div\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003cp\u003e\u003cstrong\u003eDennis Wayo\u003c\/strong\u003e is a quantum software researcher and scientific software engineer focused on fault-tolerant quantum computing, photonic simulation, and reproducible computational pipelines. He is the creator of LiDMaS+, a replay-driven logical-decoder benchmarking platform, and SchroSIM, a hardware-agnostic photonic quantum simulator. His work spans decoder benchmarking, continuous-variable and hybrid quantum architectures, and architecture-level performance analysis across Python, Rust, C++, and Swift. He holds a PhD in Chemical Engineering and is currently pursuing a PhD in Computer Science at TU Bergakademie Freiberg (TUBAF) and an M.S. in Computer Science at the Georgia Institute of Technology (Georgia Tech), with interests in quantum architecture, compiler-aware simulation, and scalable scientific software for quantum error correction.\u003c\/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eProf. Dr. habil. Sven Groppe\u003c\/strong\u003e is a computer scientist and the holder of the Professorship of Artificial Intelligence at TU Bergakademie Freiberg (Institute of Computer Science, Faculty of Mathematics and Computer Science). His research spans quantum computing software and frameworks, high-level quantum programming and optimization, artificial intelligence, data management, semantic technologies, and large-scale distributed systems. He has led and coordinated multiple funded research projects and contributes to interdisciplinary work at the intersection of quantum computing, intelligent systems, and data-intensive computing.\u003c\/p\u003e\n\u003c\/div\u003e\u003cbr\u003e\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublication Date: \u003c\/td\u003e\n\u003ctd\u003e21 October 2026\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublisher: \u003c\/td\u003e\n\u003ctd\u003eSpringer Nature Switzerland\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eImprint: \u003c\/td\u003e\n\u003ctd\u003eSpringer\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eISBN-13: \u003c\/td\u003e\n\u003ctd\u003e9783032337849\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFormat: \u003c\/td\u003e\n\u003ctd\u003ePaperback \/ softback\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e","brand":"Springer Nature Switzerland","offers":[{"title":"Default Title","offer_id":51030685155468,"sku":"9783032337849","price":0.0,"currency_code":"USD","in_stock":true}],"url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783032337849","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}