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Learning PyTorch 2.0, Second Edition: Utilize PyTorch 2.3 and CUDA 12 to experiment neural networks and deep learning models - Softcover
- PublisherGitforGits
- Publication date2024
- ISBN 10 8119177916
- ISBN 13 9788119177912
- BindingPaperback
- LanguageEnglish
- Edition number2
- Number of pages191
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Learning PyTorch 2.0, Second Edition: Utilize PyTorch 2.3 and CUDA 12 to experiment neural networks and deep learning models
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Learning PyTorch 2.0, Second Edition: Utilize PyTorch 2.3 and CUDA 12 to experiment neural networks and deep learning models (Paperback or Softback)
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Gitforgits 10/5/2024, 2024
ISBN 10: 8119177916
ISBN 13: 9788119177912
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Paperback or Softback. Condition: New. Learning PyTorch 2.0, Second Edition: Utilize PyTorch 2.3 and CUDA 12 to experiment neural networks and deep learning models 0.75. Book. Seller Inventory # BBS-9788119177912
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Learning PyTorch 2.0, Second Edition: Utilize PyTorch 2.3 and CUDA 12 to experiment neural networks and deep learning models
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Learning PyTorch 2.0, Second Edition: Utilize PyTorch 2.3 and CUDA 12 to experiment neural networks and deep learning models
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Learning PyTorch 2.0, Second Edition (Paperback)
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Paperback. Condition: new. Paperback. "Learning PyTorch 2.0, Second Edition" is a fast-learning, hands-on book that emphasizes practical PyTorch scripting and efficient model development using PyTorch 2.3 and CUDA 12. This edition is centered on practical applications and presents a concise methodology for attaining proficiency in the most recent features of PyTorch. The book presents a practical program based on the fish dataset which provides step-by-step guidance through the processes of building, training and deploying neural networks, with each example prepared for immediate implementation. Given your familiarity with machine learning and neural networks, this book offers concise explanations of foundational topics, allowing you to proceed directly to the practical, advanced aspects of PyTorch programming. The key learnings include the design of various types of neural networks, the use of torch.compile() for performance optimization, the deployment of models using TorchServe, and the implementation of quantization for efficient inference. Furthermore, you will also learn to migrate TensorFlow models to PyTorch using the ONNX format. The book employs essential libraries, including torchvision, torchserve, tf2onnx, onnxruntime, and requests, to facilitate seamless integration of PyTorch with production environments.Key LearningsMaster tensor manipulations and advanced operations using PyTorch's efficient tensor libraries.Build feedforward, convolutional, and recurrent neural networks from scratch.Implement transformer models for modern natural language processing tasks.Use CUDA 12 and mixed precision training (AMP) to accelerate model training and inference.Deploy PyTorch models in production using TorchServe, including multi-model serving and versioning.Migrate TensorFlow models to PyTorch using ONNX format for seamless cross-framework compatibility.Optimize neural network architectures using torch.compile() for improved speed and efficiency.Utilize PyTorch's Quantization API to reduce model size and speed up inference.Setup custom layers and architectures for neural networks to tackle domain-specific problems.Monitor and log model performance in real-time using TorchServe's built-in tools and configurations.Table of ContentIntroduction To PyTorch 2.3 and CUDA 12Getting Started with TensorsBuilding Neural Networks with PyTorchTraining Neural NetworksAdvanced Neural Network ArchitecturesQuantization and Model OptimizationMigrating TensorFlow to PyTorchDeploying PyTorch Models with TorchServe Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9788119177912
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Learning PyTorch 2.0, Second Edition
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Learning PyTorch 2.0 (Edition2)
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Learning PyTorch 2.0, Second Edition: Utilize PyTorch 2.3 and CUDA 12 to experiment neural networks and deep learning models
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Learning PyTorch 2.0, Second Edition: Utilize PyTorch 2.3 and CUDA 12 to experiment neural networks and deep learning models
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Learning PyTorch 2.0, Second Edition: Utilize PyTorch 2.3 and CUDA 12 to experiment neural networks and deep learning models
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