
Computer Vision Deep Learning Using Python, ML, and AI Technology
Build Neural Networks, Automation Models, and Advanced Machine Learning Solutions
by Munther Dahleh
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About This Book
Master Deep Learning to Build Cutting-Edge Computer Vision Applications
Computer vision is transforming industries by enabling machines to interpret and understand visual data. Deep Learning for AI and Computer Vision is your complete guide to building intelligent vision systems using Python, advanced neural networks, and modern machine learning techniques.
This book provides a hands-on approach to mastering deep learning concepts for real-world applications like image classification, object detection, and image segmentation. Whether you are a developer, data scientist, or AI enthusiast, this book equips you with the tools to design, train, and deploy powerful computer vision solutions.
Inside this book, you will discover:
Comprehensive coverage of deep learning fundamentals for computer vision, including convolutional neural networks, activation functions, and optimization methods tailored for image data.
Step-by-step tutorials for building real-world computer vision applications using Python and modern frameworks, ensuring practical experience from basic models to advanced solutions.
Detailed exploration of CNN architectures such as VGG, ResNet, and Inception, explaining how these models revolutionize image recognition and visual feature extraction.
Advanced techniques for object detection and image segmentation, including YOLO, Faster R-CNN, and Mask R-CNN, to create highly accurate and efficient vision-based systems.
Best practices for handling large datasets, improving model performance, and deploying scalable AI-driven computer vision solutions in production environments.
Forward-looking insights into AI automation, ethical considerations, and the role of deep learning in shaping the future of artificial intelligence and visual computing.
Whether you are a beginner or an experienced practitioner, this book is your ultimate resource for building next-generation computer vision applications powered by deep learning.
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