Introduction to Computer Vision with TensorFlow: A Beginner's Guide to Understanding and Implementing Visual AI
Format:
Paperback
En stock
0.91 kg
Sí
Nuevo
Amazon
USA
- Step into the fascinating world of visual artificial intelligence with "Introduction to Computer Vision with TensorFlow." This comprehensive guide is perfect for beginners eager to explore the rapidly evolving field of computer vision, a domain that enables machines to interpret and make decisions based on visual data.From understanding the core concepts of computer vision to mastering the advanced techniques of deep learning, this book covers it all. Discover the foundational principles of how computers process and analyze images and videos, drawing meaningful insights just like the human brain. Learn about convolutional neural networks (CNNs), data preprocessing, image augmentation, and key algorithms for object detection, recognition, and image segmentation.With hands-on tutorials and real-world examples, you'll gain practical experience building computer vision models using TensorFlow, a powerful open-source framework by Google. Whether you are aiming to develop healthcare imaging solutions, create autonomous driving software, or innovate in retail analytics, this book provides the tools and knowledge you need to succeed.Key topics covered:Understanding Computer Vision: Grasp the essentials of visual data interpretation and explore the role of artificial intelligence in enhancing computer vision.Getting Started with TensorFlow: Learn how to install, set up, and use TensorFlow for building robust computer vision models.Core Computer Vision Tasks: Delve into image classification, object detection, image segmentation, and more with step-by-step guides.Advanced Techniques and Models: Master advanced concepts like transfer learning, facial recognition, generative adversarial networks (GANs), and 3D computer vision.Real-World Applications and Case Studies: Explore practical applications across various industries, from healthcare to automotive, and learn from real-world case studies that demonstrate the power of visual AI.Performance Optimization and Deployment: Learn best practices for optimizing your models for deployment on edge devices and in cloud environments.Perfect for students, researchers, and developers new to the field, "Introduction to Computer Vision with TensorFlow" offers a solid foundation and hands-on experience to build your skills in visual AI. Start your journey today and unlock the potential of computer vision to revolutionize technology and transform industries.
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