Architecting Invariance: A Deep Dive into Permutation Equivariant Networks
Author:   Sanjay
Publisher:   Tredition Gmbh
ISBN:  

9783384262165


Pages:   140
Publication Date:   15 June 2024
Format:   Paperback
Availability:   In Print   Availability explained
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Architecting Invariance: A Deep Dive into Permutation Equivariant Networks


Overview

"""Architecting Invariance"" dives into a specific type of neural network architecture called permutation equivariant networks. These networks process sets of data, where the order of items doesn't matter. The book explores how these networks achieve a key property called permutation invariance, meaning they produce the same output regardless of how the input elements are shuffled. This allows the networks to be more efficient and generalize better on set-based data by focusing on the content rather than order. The book likely explains how these networks are designed and analyzes their capabilities for various tasks involving sets."

Full Product Details

Author:   Sanjay
Publisher:   Tredition Gmbh
Imprint:   Tredition Gmbh
Dimensions:   Width: 15.20cm , Height: 0.80cm , Length: 22.90cm
Weight:   0.213kg
ISBN:  

9783384262165


ISBN 10:   3384262166
Pages:   140
Publication Date:   15 June 2024
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

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