Artificial Intelligence and Computer Vision. Real Projects in Python, Keras, and TensorFlow
Whoever you are — an engineer-programmer striving to enter the world of deep learning, an experienced data processing specialist, or an enthusiast dreaming of creating a "viral" application using AI — you have probably wondered: where to start? Practical examples...
from this book will teach you how to build deep learning applications for cloud, mobile, and edge systems. If you want to create something unusual, useful, scalable, or just cool — this book is for you. The authors' many years of research experience in deep learning and application development will enable them to teach everyone to turn ideas into something incredible and necessary for people in the real world.
In this book you will: • Learn how to train, configure, and deploy computer vision models using Keras, TensorFlow, Core ML, and TensorFlow Lite. • Explore interesting projects, including Not Hotdog from Silicon Valley and more than 40 other examples. • Model a self-driving car in a video game environment and create a miniature version using reinforcement learning technology. • Learn to use transfer learning for quick model training. • Find more than 50 practical tips for improving accuracy and speed of models, debugging, and scaling to a multi-million audience.
Whoever you are — an engineer-programmer striving to enter the world of deep learning, an experienced data processing specialist, or an enthusiast dreaming of creating a "viral" application using AI — you have probably wondered: where to start? Practical examples from this book will teach you how to build deep learning applications for cloud, mobile, and edge systems. If you want to create something unusual, useful, scalable, or just cool — this book is for you. The authors' many years of research experience in deep learning and application development will enable them to teach everyone to turn ideas into something incredible and necessary for people in the real world.
In this book you will: • Learn how to train, configure, and deploy computer vision models using Keras, TensorFlow, Core ML, and TensorFlow Lite. • Explore interesting projects, including Not Hotdog from Silicon Valley and more than 40 other examples. • Model a self-driving car in a video game environment and create a miniature version using reinforcement learning technology. • Learn to use transfer learning for quick model training. • Find more than 50 practical tips for improving accuracy and speed of models, debugging, and scaling to a multi-million audience.
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