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Everything you need to create neural networks with PyTorch, including Large Language and diffusion models.
Deep Learning with PyTorch, Second Edition updates the bestselling original guide with new insights into the transformers architecture and generative AI models. Instantly familiar to anyone who knows PyData tools like NumPy and scikit-learn, PyTorch simplifies deep learning without sacrificing advanced features.
In Deep Learning with PyTorch, Second Edition you’ll find:
In Deep Learning with PyTorch, Second Edition you’ll learn how to create your own neural network and deep learning systems and take full advantage of PyTorch’s built-in tools for automatic differentiation, hardware acceleration, distributed training, and more. PyTorch makes it easy to build the powerful neural networks that underpin many modern advances in artificial intelligence. This second edition has been thoroughly revised by PyTorch core developer Howard Huang to cover the latest features and applications, including generative AI models.
Deep Learning with PyTorch, Second Edition updates the bestselling original guide with new insights into the transformers architecture and generative AI models. Instantly familiar to anyone who knows PyData tools like NumPy and scikit-learn, PyTorch simplifies deep learning without sacrificing advanced features.
In Deep Learning with PyTorch, Second Edition you’ll find:
- Deep learning fundamentals reinforced with hands-on projects
- Mastering PyTorch's flexible APIs for neural network development
- Implementing CNNs, RNNs and Transformers
- Optimizing models for training and deployment
- Generative AI models to create images and text
In Deep Learning with PyTorch, Second Edition you’ll learn how to create your own neural network and deep learning systems and take full advantage of PyTorch’s built-in tools for automatic differentiation, hardware acceleration, distributed training, and more. PyTorch makes it easy to build the powerful neural networks that underpin many modern advances in artificial intelligence. This second edition has been thoroughly revised by PyTorch core developer Howard Huang to cover the latest features and applications, including generative AI models.
about the book
Deep Learning with PyTorch, Second Edition is a hands-on guide to modern machine learning with PyTorch. You’ll discover how easy PyTorch makes it to build your entire DL pipeline, including using the PyTorch Tensor API, loading data in Python, monitoring training, and visualizing results. Each new technique you learn is put into action to build a full-size medical image classifier chapter-by-chapter.In this modernized second edition, you’ll find new coverage of how to develop and train groundbreaking generative AI models. You’ll learn about the foundational building blocks of transformers to create large language models and generate exciting images by building your own diffusion model. Plus, you'll discover ways to improve your results by training with augmented data, make improvements to the model architecture, and perform fine tuning.
This book is an exceptional resource for anyone looking to dive into deep learning with the PyTorch framework. It masterfully introduces complex concepts in a way that is approachable for beginners and students, offering clear explanations and practical examples that make learning both engaging and effective.
If you're looking for a way to quickly get up to speed in deep learning using PyTorch, I'd highly recommend this book. It'll provide you with a really solid base to expand and experiment with many different projects using PyTorch.
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