Modern Computer Vision with PyTorch

Modern Computer Vision with PyTorch

A practical and comprehensive guide to understanding deep learning and multimodal models for real-world vision tasks

Reddy, Yeshwanth; Ayyadevara, V Kishore

Packt Publishing Limited

05/2024

Mole

Inglês

9781803231334

Pré-lançamento - envio 15 a 20 dias após a sua edição

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Table of Contents

Artificial Neural Network Fundamentals
PyTorch Fundamentals
Building a Deep Neural Network with PyTorch
Introducing Convolutional Neural Networks
Transfer Learning for Image Classification
Practical Aspects of Image Classification
Basics of Object Detection
Advanced Object Detection
Image Segmentation
Applications of Object Detection and Segmentation
Autoencoders and Image Manipulation
Image Generation Using GANs
Advanced GANs to Manipulate Images
Training with Minimal Data Points
Combining Computer Vision and NLP Techniques
Combining Computer Vision and Reinforcement Learning
Stable Diffusion
Applications of Stable Diffusion
Moving a Model to Production
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