Titel: PyTorch: A Comprehensive Guide: A Practical Approach to Deep Learning, NLP, and Reinforcement Learning
Verlag: Independently published
Erscheinungsjahr: 2025
Sprache: Englisch
ISBN-13: 9798310777675
Einband: Softcover
Zustand: New

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Inhaltsangabe

Mastering PyTorch: A Practical Guide to AI & Deep Learning

🚀 Build Real-World AI Models with PyTorch

Whether you're a beginner exploring deep learning or an experienced developer looking to master AI, this hands-on guide will take you from fundamentals to advanced model deployment using PyTorch.

What You'll Learn:

✅ Deep Learning Essentials – Master neural networks, loss functions, and optimizers
✅ Computer Vision & NLP – Train models for image classification, object detection, and text summarization
✅ Reinforcement Learning – Build AI agents that play Atari games
✅ Model Training & Optimization – Fine-tune performance with hyperparameter tuning, debugging, and best practices
✅ Deploying AI Models – Use ONNX, Flask, FastAPI, and cloud platforms (AWS, Azure, Google Colab)

Real-World Projects Included:

📸 Object Detection with YOLO – Train a real-time image recognition model
📝 Text Summarization with Transformers – Fine-tune BART/T5 for NLP tasks
🎮 AI for Gaming – Train an AI to play an Atari game using Deep Q-Networks (DQN)

💡 Learn by Doing! Every chapter includes step-by-step code, practical examples, and industry insights to prepare you for real-world AI challenges.

🚀 Start building AI models today with PyTorch!

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