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PyTorch: A Comprehensive Guide: A Practical Approach to Deep Learning, NLP, and Reinforcement Learning
Paperback
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Publisher: Independently Published
Published: Feb 14 2025
Pages: 86
Weight: 0.28
Height: 0.18 Width: 6.00 Depth: 9.00
Language: English
Learn, build, and deploy real-world AI models using PyTorch - the framework trusted by top AI researchers and developers worldwide.
If you've ever wondered how AI really works or how to build your own intelligent systems, this book gives you the complete roadmap - from deep learning basics to advanced model deployment in production environments.
What You Will Learn (Clear, Actionable Outcomes):
✅ Deep Learning Essentials - Understand neural networks, activation functions, loss metrics, and optimizers in simple, practical steps.
✅ Computer Vision & NLP - Build image classifiers, object detectors, and text summarization systems using convolutional and transformer-based models.
✅ Reinforcement Learning (RL) - Train AI agents to play Atari games and learn decision-making through experience.
✅ Model Training & Optimization - Discover how to fine-tune hyperparameters, debug models, and boost performance efficiently.
✅ Model Deployment - Serve PyTorch models using ONNX, Flask, FastAPI, and deploy them seamlessly on AWS, Azure, or Google Cloud.
Hands-On Real-World Projects:
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