Książka Graph Neural Networks in Action Namid Stillman

Graph Neural Networks in Action

Język: Angielski
Oprawa: Miękka
Wydawca: MANNING PUBN
Dostępność: Dostępna u dostawcy
Wysyłamy za 14-21 dni
244.19
A hands-on guide to powerful graph-based deep learning models! Graph Neural Networks in Action is a...

Informacje o książce

Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2023
strony
350
EAN
9781617299056
ISBN
1617299057
Enbook ID
39473983
Wydawca
Waga
417
Wymiary
187 x 235 x 22

Pełny opis

A hands-on guide to powerful graph-based deep learning models!

Graph Neural Networks in Action is a great guide about how to build cutting-edge graph neural networks and powerful deep learning models for recommendation engines, molecular modeling, and more. You will learn how to both design and train your models, and how to develop them into practical applications you can deploy to production.

Ideal for Python programmers, you will also explore common graph neural network architectures and cutting-edge libraries, all clearly illustrated with well-annotated Python code.

The main features include:

  • Train and deploy a graph neural network
  • Generate node embeddings
  • Use GNNs at scale for very large datasets
  • Build a graph data pipeline
  • Create a graph data schema
  • Understand the taxonomy of GNNs
  • Manipulate graph data with NetworkX

Go hands-on and explore relevant real-world projects as you dive into graph neural networks perfect for node prediction, link prediction, and graph classification.

About the technology

Graph neural networks expand the capabilities of deep learning beyond traditional tabular data, text, and images. This exciting new approach brings the amazing capabilities of deep learning to graph data structures, opening up new possibilities for everything – from recommendation engines to pharmaceutical research.

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