Multi-Agent Reinforcement Learning: Foundations and Modern Approaches (1版)
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【簡介】
The first comprehensive introduction to Multi-Agent Reinforcement Learning (MARL), covering MARL’s models, solution concepts, algorithmic ideas, technical challenges, and modern approaches.Multi-Agent Reinforcement Learning (MARL), an area of machine learning in which a collective of agents learn to optimally interact in a shared environment, boasts a growing array of applications in modern life, from autonomous driving and multi-robot factories to automated trading and energy network management. This text provides a lucid and rigorous introduction to the models, solution concepts, algorithmic ideas, technical challenges, and modern approaches in MARL. The book first introduces the field’s foundations, including basics of reinforcement learning theory and algorithms, interactive game models, different solution concepts for games, and the algorithmic ideas underpinning MARL research. It then details contemporary MARL algorithms which leverage deep learning techniques, covering ideas such as centralized training with decentralized execution, value decomposition, parameter sharing, and self-play. The book comes with its own MARL codebase written in Python, containing implementations of MARL algorithms that are self-contained and easy to read. Technical content is explained in easy-to-understand language and illustrated with extensive examples, illuminating MARL for newcomers while offering high-level insights for more advanced readers. First textbook to introduce the foundations and applications of MARL, written by experts in the fieldIntegrates reinforcement learning, deep learning, and game theoryPractical focus covers considerations for running experiments and describes environments for testing MARL algorithmsExplains complex concepts in clear and simple languageClassroom-tested, accessible approach suitable for graduate students and professionals across computer science, artificial intelligence, and robotics Resources include code and slides
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In Focus 1: A vocabulary-driven, multi-skills critical thinking course (1版)
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【簡介】
《In Focus》是一套以語料庫為基礎(corpus-informed)的英語課程,由熟悉亞洲及北美教育體系的專業作者與編輯團隊共同編寫,致力於幫助學生累積高頻率詞彙,並培養批判性思考能力。適用於高中生、大專院校學生及一般成人學習者。
本系列教材使用超高頻《新通用詞彙表》(New General Service List, NGSL),透過語料庫研究,精心設計核心詞彙學習進程(lexical syllabus),幫助學生掌握最重要的英語詞彙,全面提升閱讀能力、批判性思考、討論技巧。同時,也提供聽力與寫作的練習,確保學生在各方面均衡發展。
此外,每冊教材均搭配完整的線上學習資源,不僅能幫助學生鞏固與拓展學習內容,也能有效減少教師備課時間,提高教學效率。
各級數對應CEFR(歐洲共同語言參考標準)如下:
《In Focus 1》 —— 對應 CEFR A2/B1(適合基礎學習者)
《In Focus 2》 —— 對應 CEFR B1/B2(適合初中級學習者)
《In Focus Academic 1》 —— 對應 CEFR B2/C1(適合中高級學習者)
本系列教材適合不同英語程度的學習者,並提供系統化的詞彙學習與思辨能力訓練,幫助學生在學習環境中流暢運用英語!不僅適合大專院校英語課程,也適用於補習班與自主學習,透過全面的課程設計與豐富的數位資源,幫助學習者在聽說讀寫各方面穩步提升英語能力!
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In Focus 2: A vocabulary-driven, multi-skills critical thinking course (1版)
類似書籍推薦給您
【簡介】
《In Focus》是一套以語料庫為基礎(corpus-informed)的英語課程,由熟悉亞洲及北美教育體系的專業作者與編輯團隊共同編寫,致力於幫助學生累積高頻率詞彙,並培養批判性思考能力。適用於高中生、大專院校學生及一般成人學習者。
本系列教材使用超高頻《新通用詞彙表》(New General Service List, NGSL),透過語料庫研究,精心設計核心詞彙學習進程(lexical syllabus),幫助學生掌握最重要的英語詞彙,全面提升閱讀能力、批判性思考、討論技巧。同時,也提供聽力與寫作的練習,確保學生在各方面均衡發展。
此外,每冊教材均搭配完整的線上學習資源,不僅能幫助學生鞏固與拓展學習內容,也能有效減少教師備課時間,提高教學效率。
📊 CEFR 對應等級
各級數對應CEFR(歐洲共同語言參考標準)如下:
《In Focus 1》 —— 對應 CEFR A2/B1(適合基礎學習者)
《In Focus 2》 —— 對應 CEFR B1/B2(適合初中級學習者)
《In Focus Academic 1》 —— 對應 CEFR B2/C1(適合中高級學習者)
本系列教材適合不同英語程度的學習者,並提供系統化的詞彙學習與思辨能力訓練,幫助學生在學習環境中流暢運用英語!不僅適合大專院校英語課程,也適用於補習班與自主學習,透過全面的課程設計與豐富的數位資源,幫助學習者在聽說讀寫各方面穩步提升英語能力!
立即查看
In Focus Academic 1: A vocabulary-driven, multi-skills critical thinking course (1版)
類似書籍推薦給您
【簡介】
《In Focus》是一套以語料庫為基礎(corpus-informed)的英語課程,由熟悉亞洲及北美教育體系的專業作者與編輯團隊共同編寫,致力於幫助學生累積高頻率詞彙,並培養批判性思考能力。適用於高中生、大專院校學生及一般成人學習者。
本系列教材使用超高頻《新通用詞彙表》(New General Service List, NGSL),透過語料庫研究,精心設計核心詞彙學習進程(lexical syllabus),幫助學生掌握最重要的英語詞彙,全面提升閱讀能力、批判性思考、討論技巧。同時,也提供聽力與寫作的練習,確保學生在各方面均衡發展。
此外,每冊教材均搭配完整的線上學習資源,不僅能幫助學生鞏固與拓展學習內容,也能有效減少教師備課時間,提高教學效率。
📊 CEFR 對應等級
各級數對應CEFR(歐洲共同語言參考標準)如下:
《In Focus 1》 —— 對應 CEFR A2/B1(適合基礎學習者)
《In Focus 2》 —— 對應 CEFR B1/B2(適合初中級學習者)
《In Focus Academic 1》 —— 對應 CEFR B2/C1(適合中高級學習者)
本系列教材適合不同英語程度的學習者,並提供系統化的詞彙學習與思辨能力訓練,幫助學生在學習環境中流暢運用英語!不僅適合大專院校英語課程,也適用於補習班與自主學習,透過全面的課程設計與豐富的數位資源,幫助學習者在聽說讀寫各方面穩步提升英語能力!
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Principles of Virology, Multi-Volume (ASM Books) (5版)
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【簡介】
Principles of Virology, the leading virology textbook in use, is an extremely valuable and highly informative presentation of virology at the interface of modern cell biology and immunology. This text utilizes a uniquely rational approach by highlighting common principles and processes across all viruses. Using a set of representative viruses to illustrate the breadth of viral complexity, students are able to under-stand viral reproduction and pathogenesis and are equipped with the necessary tools for future encounters with new or understudied viruses.
This fifth edition was updated to keep pace with the ever-changing field of virology. In addition to the beloved full-color illustrations, video interviews with leading scientists, movies, and links to exciting blogposts on relevant topics, this edition includes study questions and active learning puzzles in each chapter, as well as short descriptions regarding the key messages of references of special interest.
Volume I: Molecular Biology focuses on the molecular processes of viral reproduction, from entry through release. Volume II: Pathogenesis and Control addresses the interplay between viruses and their host organisms, on both the micro- and macroscale, including chapters on public health, the immune response, vaccines and other antiviral strategies, viral evolution, and a brand new chapter on the therapeutic uses of viruses. These two volumes can be used for separate courses or together in a single course. Each includes a unique appendix, glossary, and links to internet resources.
Principles of Virology, Fifth Edition, is ideal for teaching the strategies by which all viruses reproduce, spread within a host, and are maintained within populations. This edition carefully reflects the results of extensive vetting and feedback received from course instructors and students, making this renowned textbook even more appropriate for undergraduate and graduate courses in virology, microbiology, and infectious diseases.
【目錄】
原價:
3600
售價:
3528
現省:
72元
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