E-book details

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

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

Amita Kapoor

Ebook
There are many applications that use data science and analytics to gain insights from terabytes of data. These apps, however, do not address the challenge of continually discovering patterns for IoT data. In Hands-On Artificial Intelligence for IoT, we cover various aspects of artificial intelligence (AI) and its implementation to make your IoT solutions smarter.
This book starts by covering the process of gathering and preprocessing IoT data gathered from distributed sources. You will learn different AI techniques such as machine learning, deep learning, reinforcement learning, and natural language processing to build smart IoT systems. You will also leverage the power of AI to handle real-time data coming from wearable devices. As you progress through the book, techniques for building models that work with different kinds of data generated and consumed by IoT devices such as time series, images, and audio will be covered. Useful case studies on four major application areas of IoT solutions are a key focal point of this book. In the concluding chapters, you will leverage the power of widely used Python libraries, TensorFlow and Keras, to build different kinds of smart AI models.
By the end of this book, you will be able to build smart AI-powered IoT apps with confidence.
  • 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. Genetic Algorithms for IoT
  • 6. Reinforcement Learning for IoT
  • 7. GAN for IoT
  • 8. Distributed AI for IoT
  • 9. Personal and Home and IoT
  • 10. AI for Industrial IoT
  • 11. AI for Smart Cities IoT
  • 12. Combining It All Together
  • Title: Hands-On Artificial Intelligence for IoT. Expert machine learning and deep learning techniques for developing smarter IoT systems
  • Author: Amita Kapoor
  • Original title: Hands-On Artificial Intelligence for IoT. Expert machine learning and deep learning techniques for developing smarter IoT systems
  • ISBN: 9781788832762, 9781788832762
  • Date of issue: 2019-01-31
  • Format: Ebook
  • Item ID: e_14pa
  • Publisher: Packt Publishing