PyTorch: The Practical Guide - Softcover

Gollnick, Bert

Softcover

ISBN 10: 1493227866 ISBN 13: 9781493227860

Verlag: Rheinwerk Computing, 2026

Inhaltsangabe

PyTorch is the framework for deep learning―so dive on in! Learn how to train, optimize, and deploy AI models with PyTorch by following practical exercises and example code. You’ll walk through using PyTorch for linear regression, classification, image processing, recommendation systems, autoencoders, graph neural networks, time series predictions, and language models―all the essentials. Then evaluate and deploy your models using key tools like MLflow, TensorBoard, and FastAPI. With information on fine-tuning your models using HuggingFace and reducing training time with PyTorch Lightning, this practical guide is the one you need!

Highlights:

1) Deep learning

2) Linear regression

3) Classification

4) Computer vision

5) Recommendation systems

6) Autoencoders

7) Graph neural networks (GNNs)

8) Time series predictions

9) Language models

10) Pretrained networks

11)Evaluation and deployment

12)PyTorch Lightning

Über diesen Titel

Über die Autorin bzw. den Autor

Bert Gollnick is a senior data scientist, specializing in renewable energies. For many years, he has taught courses about data science and machine learning, and more recently, about generative AI and natural language processing. Bert studied aeronautics at the Technical University of Berlin and economics at the University of Hagen. His main areas of interest are machine learning and data science.

Details zur Ausgabe

• Verlag: Rheinwerk Computing
• Erscheinungsdatum: 2026
• Sprache: Englisch
• ISBN 10: 1493227866
• ISBN 13: 9781493227860
• Einband: Taschenbuch
• Auflage: 1
• Anzahl der Seiten: 415
• Kontakt zum Hersteller: Rheinwerk Verlag GmbH; service@rheinwerk-verlag.de; ; Rheinwerkallee 4; Bonn; 53229; Deutschland