Thinking Machines : Machine Learning and its Hardware Implementation /
Thinking Machines: Machine Learning and Its Hardware Implementation covers the theory and application of machine learning, neuromorphic computing and neural networks. This is the first book that focuses on machine learning accelerators and hardware development for machine learning. It presents not o...
| Main Authors: | , |
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| Format: | software, multimedia |
| Language: | eng |
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London : Academic Press,
2021
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| Subjects: | |
| Online Access: | https://www.sciencedirect.com/book/9780128182796 |
| _version_ | 1826472376133484544 |
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| author | Takano, Shigeyuki, author 651718 ScienceDirect (Online service) 7722 |
| author_facet | Takano, Shigeyuki, author 651718 ScienceDirect (Online service) 7722 |
| author_sort | Takano, Shigeyuki, author 651718 |
| collection | OCEAN |
| description | Thinking Machines: Machine Learning and Its Hardware Implementation covers the theory and application of machine learning, neuromorphic computing and neural networks. This is the first book that focuses on machine learning accelerators and hardware development for machine learning. It presents not only a summary of the latest trends and examples of machine learning hardware and basic knowledge of machine learning in general, but also the main issues involved in its implementation. Readers will learn what is required for the design of machine learning hardware for neuromorphic computing and/or neural networks. This is a recommended book for those who have basic knowledge of machine learning or those who want to learn more about the current trends of machine learning. |
| first_indexed | 2024-03-05T17:17:31Z |
| format | software, multimedia |
| id | KOHA-OAI-TEST:605566 |
| institution | Universiti Teknologi Malaysia - OCEAN |
| language | eng |
| last_indexed | 2024-03-05T17:17:31Z |
| publishDate | 2021 |
| publisher | London : Academic Press, |
| record_format | dspace |
| spelling | KOHA-OAI-TEST:6055662023-10-31T06:42:31ZThinking Machines : Machine Learning and its Hardware Implementation / Takano, Shigeyuki, author 651718 ScienceDirect (Online service) 7722 software, multimedia Electronic books 631902 London : Academic Press,2021©2021engThinking Machines: Machine Learning and Its Hardware Implementation covers the theory and application of machine learning, neuromorphic computing and neural networks. This is the first book that focuses on machine learning accelerators and hardware development for machine learning. It presents not only a summary of the latest trends and examples of machine learning hardware and basic knowledge of machine learning in general, but also the main issues involved in its implementation. Readers will learn what is required for the design of machine learning hardware for neuromorphic computing and/or neural networks. This is a recommended book for those who have basic knowledge of machine learning or those who want to learn more about the current trends of machine learning.Includes index.Chapter 1 - Introduction -- Chapter 2 - Traditional microarchitectures -- Chapter 3 - Machine learning and its implementation -- Chapter 4 - Applications, ASICs, and domain-specific architectures -- Chapter 5 - Machine learning model development -- Chapter 6 - Performance improvement methods -- Chapter 7 - Case study of hardware implementation -- Chapter 8 - Keys to hardware implementation -- Chapter 9 - Conclusion -- Appendix A - Basics of deep learning -- Appendix B - Modeling of deep learning hardware -- Appendix C - Advanced network models -- Appendix D - National research and trends and investment -- Appendix E - Machine learning and social -- Bibliography -- IndexThinking Machines: Machine Learning and Its Hardware Implementation covers the theory and application of machine learning, neuromorphic computing and neural networks. This is the first book that focuses on machine learning accelerators and hardware development for machine learning. It presents not only a summary of the latest trends and examples of machine learning hardware and basic knowledge of machine learning in general, but also the main issues involved in its implementation. Readers will learn what is required for the design of machine learning hardware for neuromorphic computing and/or neural networks. This is a recommended book for those who have basic knowledge of machine learning or those who want to learn more about the current trends of machine learning.Machine learningComputershttps://www.sciencedirect.com/book/9780128182796URN:ISBN:9780128182796Remote access restricted to users with a valid UTM ID via VPN. |
| spellingShingle | Machine learning Computers Takano, Shigeyuki, author 651718 ScienceDirect (Online service) 7722 Thinking Machines : Machine Learning and its Hardware Implementation / |
| title | Thinking Machines : Machine Learning and its Hardware Implementation / |
| title_full | Thinking Machines : Machine Learning and its Hardware Implementation / |
| title_fullStr | Thinking Machines : Machine Learning and its Hardware Implementation / |
| title_full_unstemmed | Thinking Machines : Machine Learning and its Hardware Implementation / |
| title_short | Thinking Machines : Machine Learning and its Hardware Implementation / |
| title_sort | thinking machines machine learning and its hardware implementation |
| topic | Machine learning Computers |
| url | https://www.sciencedirect.com/book/9780128182796 |
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