Artificial Intelligence and Computer Vision. Real Projects in Python, Keras, and TensorFlow

No matter who you are — an engineer-programmer eager to enter the world of deep learning, an experienced data processing specialist, or a hobbyist dreaming of creating a "viral" application using AI — you have certainly wondered: where to start?... Practical examples from this book will teach you how to create 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.
Years of research experience in deep learning and application development allow the authors to teach anyone to turn ideas into something incredible and necessary for people in the real world.
In this book you will:
• Learn how to train, fine-tune, and deploy computer vision models using Keras, TensorFlow, Core ML, and TensorFlow Lite.
• Explore interesting projects, including Not Hotdog from the Silicon Valley series and over 40 more 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 over 50 practical tips for improving model accuracy and speed, debugging, and scaling to a multimillion audience.