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Table Of Contents
Hands-On Artificial Intelligence for IoT - Second Edition
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In the last chapter, we learned about different machine learning (ML) algorithms. The focus of this chapter is on neural networks based on multiple-layered models, also known as deep learning (DL) models. These models have become a buzzword in recent years, attracting significant attention and investment in the field of artificial intelligence-based start-ups. One of the remarkable achievements of DL includes attaining above-human-level accuracy in tasks such as object detection and games such as Chess and Go. The recent triumphs of Large Language Models (LLMs), based on the transformer architecture – a deep neural network – also underscore the power and versatility of DL.
In this chapter, we will delve into different DL models and explore their applications, particularly in processing data generated by the Internet of Things (IoT). We’ll start with an overview of the DL journey and then focus on four popular models – the multilayer...