Out of Stock

This item is currently unavailable

An Introduction to Neural Data Compression (Foundations and Trends® in Computer Graphics and Vision)

Out of Stock

Price data last checked 65 day(s) ago - refreshing...

View at Amazon

Price History & Forecast

Last 26 days • 26 data points (No recent data available)

Historical
Generating forecast...
£64.00 £60.80 £62.08 £63.36 £64.64 £65.92 £67.20 25 January 2026 31 January 2026 06 February 2026 12 February 2026 19 February 2026

Price Distribution

Price distribution over 26 days • 1 price levels

Days at Price
26 days 0 7 13 20 26 £64 Days at Price

Price Analysis

Most common price: £64 (26 days, 100.0%)

Price range: £64 - £64

Price levels: 1 different prices over 26 days

Description

The goal of data compression is to reduce the number of bits needed to represent useful information. Neural, or learned compression, is the application of neural networks and related machine learning techniques to this task. This monograph aims to serve as an entry point for machine learning researchers interested in compression by reviewing the prerequisite background and representative methods in neural compression. Neural compression is the application of neural networks and other machine learning methods to data compression. Recent advances in statistical machine learning have opened up new possibilities for data compression, allowing compression algorithms to be learned end-to-end from data using powerful generative models such as normalizing flows, variational autoencoders, diffusion probabilistic models, and generative adversarial networks. This monograph introduces this field of research to a broader machine learning audience by reviewing the necessary background in information theory (e.g., entropy coding, rate-distortion theory) and computer vision (e.g., image quality assessment, perceptual metrics), and providing a curated guide through the essential ideas and methods in the literature thus far. Instead of surveying the vast literature, essential concepts and methods in neural compression are covered, with a reader in mind who is versed in machine learning but not necessarily data compression.

Product Specifications

Format
paperback
Domain
Amazon UK
Release Date
25 April 2023
Listed Since
28 April 2023

Barcode

No barcode data available

Similar Products You Might Like

Neural Networks with Model Compression (Computational Intelligence Methods and Applications)
95% match

Neural Networks with Model Compression (Computational Intelligence Methods and Applications)

£92.00 06 Jan 2026
Advances in Visual Data Compression and Communication: Meeting the Requirements of New Applications (Multimedia Computing, Communication and Intelligence)
93% match

Advances in Visual Data Compression and Communication: Meeting the Requirements of New Applications (Multimedia Computing, Communication and Intelligence)

CRC Press

£85.00 10 Mar 2026
Redundancy of Lossless Data Compression for Known Sources by Analytic Methods (Foundations and Trends in Communications and Information Theory)
93% match

Redundancy of Lossless Data Compression for Known Sources by Analytic Methods (Foundations and Trends in Communications and Information Theory)

Now Publishers

Out of Stock 27 Feb 2026
Compressive Imaging: Structure, Sampling, Learning
93% match

Compressive Imaging: Structure, Sampling, Learning

£58.99 09 Jan 2026
Graph Neural Networks: Foundations, Frontiers, and Applications
93% match

Graph Neural Networks: Foundations, Frontiers, and Applications

£89.98 11 Jan 2026
Graph Neural Networks: Foundations, Frontiers, and Applications
93% match

Graph Neural Networks: Foundations, Frontiers, and Applications

£59.99 08 Jan 2026
Distributed Learning Systems with First-Order Methods: An Introduction (Foundations and Trends® in Databases)
93% match

Distributed Learning Systems with First-Order Methods: An Introduction (Foundations and Trends® in Databases)

Now Publishers

£84.59 23 Feb 2026
The Transform and Data Compression Handbook (Electrical Engineering & Applied Signal Processing Series)
93% match

The Transform and Data Compression Handbook (Electrical Engineering & Applied Signal Processing Series)

CRC Press

£44.88 13 Jan 2026
An Information-Theoretic Approach to Neural Computing (Perspectives in Neural Computing)
93% match

An Information-Theoretic Approach to Neural Computing (Perspectives in Neural Computing)

Springer

£77.26 08 Mar 2026
Coded Computing: Mitigating Fundamental Bottlenecks in Large-scale Distributed Computing and Machine Learning (Foundations and Trends® in Communications and Information Theory)
93% match

Coded Computing: Mitigating Fundamental Bottlenecks in Large-scale Distributed Computing and Machine Learning (Foundations and Trends® in Communications and Information Theory)

Now Publishers Inc

Out of Stock 23 Feb 2026
Compressed Sensing with Applications in Wireless Networks (Foundations and Trends® in Signal Processing)
93% match

Compressed Sensing with Applications in Wireless Networks (Foundations and Trends® in Signal Processing)

Now Publishers

Out of Stock 24 Feb 2026
Neural Networks and Deep Learning: A Textbook
93% match

Neural Networks and Deep Learning: A Textbook

Springer

Out of Stock 16 Apr 2026
Neural Networks and Statistical Learning
93% match

Neural Networks and Statistical Learning

Springer

£96.51 09 Mar 2026
Neural Networks and Statistical Learning
93% match

Neural Networks and Statistical Learning

Springer

£73.29 30 Jan 2026
Introduction to Information Theory and Data Compression (Applied Mathematics)
93% match

Introduction to Information Theory and Data Compression (Applied Mathematics)

Chapman and Hall/CRC

£62.88 10 Mar 2026
Elements of Dimensionality Reduction and Manifold Learning
93% match

Elements of Dimensionality Reduction and Manifold Learning

Springer

£63.31 22 Feb 2026
Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions (Foundations and Trends (R) in Machine Learning)
93% match

Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions (Foundations and Trends (R) in Machine Learning)

Now Publishers

£82.50 24 Feb 2026
Neural Networks and Deep Learning: A Textbook
93% match

Neural Networks and Deep Learning: A Textbook

Springer

£49.08 12 Jan 2026
Neural Networks and Deep Learning: A Textbook
93% match

Neural Networks and Deep Learning: A Textbook

Springer

£39.39 05 Feb 2026
Image and Video Compression: Fundamentals, Techniques, and Applications
92% match

Image and Video Compression: Fundamentals, Techniques, and Applications

CRC Press

£74.67 08 Mar 2026
Artificial Neural Networks: Methods and Applications in Bio-/Neuroinformatics: 4 (Springer Series in Bio-/Neuroinformatics, 4)
92% match

Artificial Neural Networks: Methods and Applications in Bio-/Neuroinformatics: 4 (Springer Series in Bio-/Neuroinformatics, 4)

Springer

£147.50 13 Jan 2026
Video Compression Systems: From First Principles to Concatenated Codecs
92% match

Video Compression Systems: From First Principles to Concatenated Codecs

Institution of Engineering & Technology

£44.00 14 Feb 2026
Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 2 Applications and Future Perspectives (Foundations and Trends in Machine Learning)
92% match

Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 2 Applications and Future Perspectives (Foundations and Trends in Machine Learning)

Now Publishers

Out of Stock 24 Feb 2026
Image and Video Processing in the Compressed Domain
92% match

Image and Video Processing in the Compressed Domain

CRC Press

£129.00 06 Jan 2026