Quantum Computing Solutions: Solving Real-World Problems Using Quantum Computing and Algorithms
Kommadi, Bhagvan
- 出版商: Apress
- 出版日期: 2020-12-21
- 定價: $1,575
- 售價: 9.5 折 $1,496
- 語言: 英文
- 頁數: 300
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1484265157
- ISBN-13: 9781484265154
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相關分類:
Algorithms-data-structures、量子計算
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相關主題
商品描述
Know how to use quantum computing solutions involving artificial intelligence (AI) algorithms and applications across different disciplines.
Quantum solutions involve building quantum algorithms that improve computational tasks within quantum computing, AI, data science, and machine learning. As opposed to quantum computer innovation, quantum solutions offer automation, cost reduction, and other efficiencies to the problems they tackle.
Starting with the basics, this book covers subsystems and properties as well as the information processing network before covering quantum simulators. Solutions such as the Traveling Salesman Problem, quantum cryptography, scheduling, and cybersecurity are discussed in step-by-step detail.
The book presents code samples based on real-life problems in a variety of industries, such as risk assessment and fraud detection in banking. In pharma, you will look at drug discovery and protein-folding solutions. Supply chain optimization and purchasing solutions are presented in the manufacturing domain. In the area of utilities, energy distribution and optimization problems and solutions are explained. Advertising scheduling and revenue optimization solutions are included from media and technology verticals.
What You Will Learn
- Understand the mathematics behind quantum computing
- Know the solution benefits, such as automation, cost reduction, and efficiencies
- Be familiar with the quantum subsystems and properties, including states, protocols, operations, and transformations
- Be aware of the quantum classification algorithms: classifiers, and support and sparse support vector machines
- Use AI algorithms, including probability, walks, search, deep learning, and parallelism
Who This Book Is For
Developers in Python and other languages interested in quantum solutions. The secondary audience includes IT professionals and academia in mathematics and physics. A tertiary audience is those in industry verticals such as manufacturing, banking, and pharma.
商品描述(中文翻譯)
了解如何使用涉及人工智慧(AI)演算法和應用的量子運算解決方案,並應用於不同領域。
量子解決方案涉及建立改進量子運算、人工智慧、資料科學和機器學習的計算任務的量子演算法。與量子電腦創新相反,量子解決方案提供自動化、成本降低和其他效率,以解決它們所面臨的問題。
本書從基礎知識開始,介紹子系統和特性,以及資訊處理網絡,然後介紹量子模擬器。逐步詳細討論了旅行推銷員問題、量子密碼學、排程和網絡安全等解決方案。
本書提供了基於真實問題的程式碼示例,涵蓋了各種行業,例如銀行業的風險評估和詐騙檢測,製藥業的藥物發現和蛋白質折疊解決方案,製造業的供應鏈優化和採購解決方案,以及公用事業領域的能源分配和優化問題和解決方案。媒體和科技行業的廣告排程和收益優化解決方案也包括在內。
學到什麼:
- 了解量子運算背後的數學
- 了解解決方案的好處,如自動化、成本降低和效率提升
- 熟悉量子子系統和特性,包括狀態、協議、操作和轉換
- 了解量子分類演算法:分類器、支持向量機和稀疏支持向量機
- 使用人工智慧演算法,包括概率、行走、搜索、深度學習和並行處理
適合對量子解決方案感興趣的Python和其他語言開發人員。次要讀者包括數學和物理學的IT專業人員和學術界。第三類讀者是製造業、銀行業和製藥業等行業的從業人員。
作者簡介
Bhagvan Kommadi is the founder of Architect Corner, an AI startup, and he has 20 years of industry experience ranging from large-scale enterprise development to helping incubate software product startups. He has a masters degree in industrial systems engineering from Georgia Institute of Technology and a bachelors degree in aerospace engineering from the Indian Institute of Technology, Madras. He is a member of the IFX forum, Oracle JCP, and a participant in Java Community Process.
Bhagvan founded Quantica Computacao, the first quantum computing startup in India. He has engineered and developed simulators and tools in quantum technology using IBM Q, Microsoft Q#, and Google QScript. The company's focus is developing quantum cryptographic tools to provide quantum proof data security, which will help banking institutions protect their transactions. He is now Director of Product Engineering at Value Momentum. Value Momentum has a social network for doctors (White Coats) and provides telehealth support through the Practice Plus suite of products and services.
Bhagvan has published papers and presented at IEEE, AstriCon, Avios, DevCon, PyCon, and genomics and biotechnology conferences on topics including adaptive learning, AI Coder, and more. He is a hands-on CTO who has been contributing to open source, blogs, and the latest technologies such as Go, Python, Django, node.js and Java, MySQL, Postgres, Mongo, and Cassandra. He is the technical reviewer for the book Machine Learning with TensorFlow. He has written the book Hands-On Data Structures and Algorithms with Go and Paytech and The Payment Technology Handbook for Investors, Entrepreneurs, and FinTech Visionaries.
作者簡介(中文翻譯)
Bhagvan Kommadi 是 Architect Corner 的創辦人,該公司是一家人工智能初創企業,他擁有20年的行業經驗,從大型企業開發到幫助孵化軟件產品初創企業。他擁有喬治亞理工學院的工業系統工程碩士學位和印度理工學院馬德拉斯分校的航空工程學士學位。他是IFX論壇、Oracle JCP的成員,也是Java Community Process的參與者。
Bhagvan創辦了Quantica Computacao,這是印度第一家量子計算初創企業。他使用IBM Q、Microsoft Q#和Google QScript開發了量子技術的模擬器和工具。該公司的重點是開發量子密碼工具,以提供量子證明的數據安全,幫助銀行機構保護交易。他現在是Value Momentum的產品工程總監。Value Momentum擁有一個針對醫生的社交網絡(White Coats),並通過Practice Plus系列產品和服務提供遠程醫療支持。
Bhagvan在IEEE、AstriCon、Avios、DevCon、PyCon以及基因組學和生物技術會議上發表了論文並進行了演講,主題包括適應性學習、AI Coder等。他是一位實踐型的首席技術官,一直在為開源項目、博客和最新技術(如Go、Python、Django、node.js和Java、MySQL、Postgres、Mongo和Cassandra)做出貢獻。他是書籍《Machine Learning with TensorFlow》的技術審查人員。他還撰寫了書籍《Hands-On Data Structures and Algorithms with Go and Paytech》和《The Payment Technology Handbook for Investors, Entrepreneurs, and FinTech Visionaries》。