Hands-On Artificial Intelligence with TensorFlow: Useful techniques in machine learning and deep learning for building intelligent applications

by Amir Ziai and Ankit Dixit

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Exploit TensorFlow's capabilities to build artificial intelligence applications

Key Features
  • Exploit TensorFlow's new features to power your artificial intelligence apps
  • Implement machine learning, deep learning, and reinforcement learning models with Tensorflow
  • Build intelligent applications for computer vision, NLP, and healthcare, among others
Book Description

Artificial Intelligence (AI) is a popular area with an emphasis on creating intelligent machines that can reason, evaluate, and understand the same way as humans. It is used extensively across many fields, such as image recognition, robotics, language processing, healthcare, finance, and more.

Hands-On Artificial Intelligence with TensorFlow gives you a rundown of essential AI concepts and their implementation with TensorFlow, also highlighting different approaches to solving AI problems using machine learning and deep learning techniques. In addition to this, the book covers advanced concepts, such as reinforcement learning, generative adversarial networks (GANs), and multimodal learning.

Once you have grasped all this, you'll move on to exploring GPU computing and neuromorphic computing, along with the latest trends in quantum computing. You'll work through case studies that will help you examine AI applications in the important areas of computer vision, healthcare, and FinTech, and analyze their datasets. In the concluding chapters, you'll briefly investigate possible developments in AI that we can expect to see in the future.

By the end of this book, you will be well-versed with the essential concepts of AI and their implementation using TensorFlow.

What you will learn
  • Explore the core concepts of AI and its different approaches
  • Use the TensorFlow framework for smart applications
  • Implement various machine and deep learning algorithms with TensorFlow
  • Design self-learning RL systems and implement generative models
  • Perform GPU computing efficiently using best practices
  • Build enterprise-grade apps for computer vision, NLP, and healthcare
Who this book is for

Hands-On Artificial Intelligence with TensorFlow is for you if you are a machine learning developer, data scientist, AI researcher, or anyone who wants to build artificial intelligence applications using TensorFlow. You need to have some working knowledge of machine learning to get the most out of this book.

  • ISBN13 9781788998079
  • Publish Date 31 October 2018
  • Publish Status Out of Print
  • Out of Print 9 February 2021
  • Publish Country GB
  • Imprint Packt Publishing Limited