Computer Vision Deep Learning Using Python, ML, and AI Technology

Computer Vision Deep Learning Using Python, ML, and AI Technology

Build Neural Networks, Automation Models, and Advanced Machine Learning Solutions

ParMunther Dahleh

Cet ebook peut ne pas être conforme aux normes d'accessibilité et ne pas être totalement compatible avec les technologies d'assistance.
It is a comprehensive guide for developers, data scientists, and AI enthusiasts who want to master the art of building high-performance computer vision applications. From object detection to advanced convolutional neural network (CNN) architectures, this book blends theory, practical coding examples, and real-world projects to give you hands-on mastery of AI-powered vision systems. Whether you’re aiming to develop autonomous driving systems, intelligent surveillance, or medical image analysis tools, you’ll learn to leverage Python and state-of-the-art deep learning frameworks to create robust and scalable solutions. With detailed coverage of architectures, training techniques, and optimization methods, this resource ensures you can turn concepts into production-ready AI applications. Inside, you will learn how to: • Design and implement convolutional neural networks that excel in recognizing patterns, classifying images, and detecting objects across varied and complex visual datasets. • Build advanced computer vision pipelines using Python, deep learning libraries, and AI techniques that automate feature extraction, training, and performance evaluation. • Apply cutting-edge object detection methods such as YOLO, Faster R-CNN, and SSD to identify and track multiple objects in real time with high accuracy and minimal latency. • Optimize deep learning models for efficiency and scalability by applying transfer learning, data augmentation, and hyperparameter tuning to achieve top-tier performance on diverse tasks. • Integrate AI-powered vision into real-world applications including autonomous navigation, facial recognition, industrial quality control, and healthcare imaging solutions. • Explore future trends in AI and computer vision such as generative models, explainable AI, and ethical considerations to ensure responsible development of advanced visual recognition systems. With a balance of practical implementation and theoretical insight, Deep Learning for AI and Computer Vision is your complete guide to mastering computer vision development with Python and deep learning.

Détails

Date de publication
Sep 4, 2025
Langue
English
ISBN
9781326164058
Catégorie
Informatique & internet
Copyright
Tous droits réservés - Licence de copyright standard
Contributeurs
Par (auteur): Munther Dahleh

Caractéristiques

Format
EPUB

Notes & Avis