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- Hands-On Artificial Intelligence for Beginners. An introduction to AI concepts, algorithms, and their implementation
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Hands-On Artificial Intelligence for Beginners. An introduction to AI concepts, algorithms, and their implementation
Ebook
Virtual Assistants, such as Alexa and Siri, process our requests, Google's cars have started to read addresses, and Amazon's prices and Netflix's recommended videos are decided by AI. Artificial Intelligence is one of the most exciting technologies and is becoming increasingly significant in the modern world.
Hands-On Artificial Intelligence for Beginners will teach you what Artificial Intelligence is and how to design and build intelligent applications. This book will teach you to harness packages such as TensorFlow in order to create powerful AI systems. You will begin with reviewing the recent changes in AI and learning how artificial neural networks (ANNs) have enabled more intelligent AI. You'll explore feedforward, recurrent, convolutional, and generative neural networks (FFNNs, RNNs, CNNs, and GNNs), as well as reinforcement learning methods. In the concluding chapters, you'll learn how to implement these methods for a variety of tasks, such as generating text for chatbots, and playing board and video games.
By the end of this book, you will be able to understand exactly what you need to consider when optimizing ANNs and how to deploy and maintain AI applications.
Hands-On Artificial Intelligence for Beginners will teach you what Artificial Intelligence is and how to design and build intelligent applications. This book will teach you to harness packages such as TensorFlow in order to create powerful AI systems. You will begin with reviewing the recent changes in AI and learning how artificial neural networks (ANNs) have enabled more intelligent AI. You'll explore feedforward, recurrent, convolutional, and generative neural networks (FFNNs, RNNs, CNNs, and GNNs), as well as reinforcement learning methods. In the concluding chapters, you'll learn how to implement these methods for a variety of tasks, such as generating text for chatbots, and playing board and video games.
By the end of this book, you will be able to understand exactly what you need to consider when optimizing ANNs and how to deploy and maintain AI applications.
- 1. The History of AI
- 2. Machine Learning Basics
- 3. Platforms and Other Essentials
- 4. Your First Artificial Neural Networks
- 5. Convolutional Neural Networks
- 6. Recurrent Neural Networks
- 7. Generative Models
- 8. Reinforcement Learning
- 9. Deep Learning for Intelligent Agents
- 10. Deep Learning for Game Playing
- 11. Deep Learning for Finance
- 12. Deep Learning for Robotics
- 13. Deploying and Maintaining AI Applications
- Title: Hands-On Artificial Intelligence for Beginners. An introduction to AI concepts, algorithms, and their implementation
- Author: Patrick D. Smith
- Original title: Hands-On Artificial Intelligence for Beginners. An introduction to AI concepts, algorithms, and their implementation
- ISBN: 9781788992268, 9781788992268
- Date of issue: 2018-10-31
- Format: Ebook
- Item ID: e_15ba
- Publisher: Packt Publishing