Pramod Gupta, Naresh Kumar Sehgal, John M. Acken | Introduction to Machine Learning with Security. Theory and Practice Using Python in the Cloud. Second Edition (Synthesis Lectures on Engineering, Science, and Technology) (2025) [PDF]
Автор: Pramod Gupta, Naresh Kumar Sehgal, John M. Acken
Издательство: Springer
ISBN: 978-3031591716, 978-3031591693, 978-3031591709
Жанр: Cloud Computing, Artificial Intelligence, Statistics, Cybernetics
Язык: Английский
Формат: PDF
Качество: Изначально электронное (ebook)
Иллюстрации: Цветные и черно-белые
Описание:This book provides an introduction to machine learning, security and cloud computing, from a conceptual level, along with their usage with underlying infrastructure. The authors emphasize fundamentals and best practices for using AI and ML in a dynamic infrastructure with cloud computing and high security, preparing readers to select and make use of appropriate techniques. Important topics are demonstrated using real applications and case studies.
1. Machine Learning Concepts
2. Machine Learning Algorithms
3. Deep Learning and Cloud Computing
4. Cloud Computing Concepts
5. Information Security and Cloud Computing
6. Trust and Security in a Cloud Environment
7. Hardware Based AI and ML
8. Hardware Based Security
9. Practical Aspects in Machine Learning
10. Analytics in the Cloud
11. Healthcare in the Cloud: A Few Case Studies
12. Evolution and Risks of LLMs
13. Machine Learning Operations
Summary
References
Appendix A
Appendix B
Appendix C
Appendix D
Glossary
Index
Скриншоты:
Время раздачи: с 10 до 20 (минимум до появления первых 3-5 скачавших) 
