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​Hands-On Artificial Intelligence for IoT

​Hands-On Artificial Intelligence for IoT - Second Edition

By : Dr. Amita Kapoor
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​Hands-On Artificial Intelligence for IoT

​Hands-On Artificial Intelligence for IoT

5 (1)
By: Dr. Amita Kapoor

Overview of this book

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. *Email sign-up and proof of purchase required
Table of Contents (22 chapters)
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1
Part 1: Foundations and Basic Integrations of IoT and AI
5
Part 2: Advanced AI Techniques and Their Application in IoT
10
Part 3: Implementing Intelligent IoT Solutions in Diverse Domains
16
Part 4: Applying AI and IoT in Real-World Scenarios

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

Symbols

3D CNNs 302

3D object generation 200

A

actor-critic algorithm 182, 183

AdaGrad optimizer 125

Adam optimizer 125, 191, 383

adaptive instance normalization (AdaIN) 197

adaptive lighting 357

Advanced Message Queuing Protocol (AMQP) 313

adversarial loss 197

AI applications, in smart cities 409

smart parking 410

smart policing 412

smart traffic management 410

smart waste management 411

AI-controlled sailplanes 156

AI-driven decision-making 388

AI-driven implicit automation 358

AI/IoT platforms

supported services 15, 16

AI models, for IoT on cloud platforms 248

Amazon Bedrock 251

Amazon SageMaker 250

Google AutoML 250

Google Vertex AI 249, 250

AIoT 186

AI-Powered IIoT 367, 368

use cases 368, 369

AI-powered...

CONTINUE READING
83
Tech Concepts
36
Programming languages
73
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​Hands-On Artificial Intelligence for IoT
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