How Long to Read An Introduction to Neural Data Compression

How Long Does it Take to Read An Introduction to Neural Data Compression?

It takes the average reader to read An Introduction to Neural Data Compression by Yibo Yang

Assuming a reading speed of 250 words per minute. Learn more

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.

How long is An Introduction to Neural Data Compression?

An Introduction to Neural Data Compression by Yibo Yang is 0 pages long, and a total of 0 words.

This makes it 0% the length of the average book. It also has 0% more words than the average book.

How Long Does it Take to Read An Introduction to Neural Data Compression Aloud?

The average oral reading speed is 183 words per minute. This means it takes to read An Introduction to Neural Data Compression aloud.

What Reading Level is An Introduction to Neural Data Compression?

An Introduction to Neural Data Compression is suitable for students ages 2 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy An Introduction to Neural Data Compression?

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