Деталі електронної книги

Hands-On Artificial Intelligence for IoT. Expert machine learning and deep learning techniques for developing smarter IoT systems - Second Edition

Hands-On Artificial Intelligence for IoT. Expert machine learning and deep learning techniques for developing smarter IoT systems - Second Edition

Dr. Amita Kapoor

Eлектронна книга
Transform IoT devices into intelligent systems with this comprehensive guide by Amita Kapoor, Chief AI Officer at Tipz AI. Drawing on 25 years of expertise in developing intelligent systems across industries, she demonstrates how to harness the combined power of artificial intelligence and IoT technology. A pioneer in making AI and neuroscience education accessible worldwide, Amita guides you through creating smart, efficient systems that leverage the latest advances in both fields. This new edition is updated with various optimization techniques in IoT used for enhancing efficiency and performance. It introduces you to cloud platforms such as Platform as a Service (PaaS) and Infrastructure as a Service (IaaS) for analyzing data generated using IoT devices. You’ll learn about machine learning algorithms, deep learning techniques, and practical applications in real-world IoT scenarios and advance to creating AI models that work with diverse data types, including time series, images, and audio. You’ll also harness the power of widely used Python libraries, TensorFlow and Keras, to build a variety of smart AI models. By the end of the book, you’ll emerge as a master of AI-driven IoT, armed with invaluable experience in optimizing IoT devices, boosting their performance, and integrating AI algorithms to make intelligent decisions.
  • 1. Principles and Foundations of IoT and AI
  • 2. Data Access and Distributed Processing for IoT
  • 3. Machine Learning for IoT
  • 4. Deep Learning for IoT
  • 5. Optimization Techniques in IoT
  • 6. Reinforcement Learning for IoT
  • 7. Generative Adversarial Networks for IoT
  • 8. Distributed AI for IoT
  • 9. AI Cloud Platforms for IoT
  • 10. Deep Learning for Time Series Data from IoT
  • 11. AI for Video and Image Data from IoT
  • 12. AI for Text, Audio and Speech Data from IoT
  • 13. AI for Personal and Home IoT
  • 14. AI for Industrial IoT
  • 15. AI for Smart Cities IoT
  • Назва: Hands-On Artificial Intelligence for IoT. Expert machine learning and deep learning techniques for developing smarter IoT systems - Second Edition
  • Автор: Dr. Amita Kapoor
  • Оригінальна назва: Hands-On Artificial Intelligence for IoT. Expert machine learning and deep learning techniques for developing smarter IoT systems - Second Edition
  • ISBN: 9781835462966, 9781835462966
  • Дата видання: 2025-05-16
  • Формат: Eлектронна книга
  • Ідентифікатор видання: e_45xp
  • Видавець: Packt Publishing