How Long to Read Learning with Limited Samples

How Long Does it Take to Read Learning with Limited Samples?

It takes the average reader to read Learning with Limited Samples by LISHA CHEN; SHARU THERESA JOSE; IVANA NIKOLOSKA; S.

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

Description

Deep learning has achieved remarkable success in many machine learning tasks such as image classification, speech recognition, and game playing. However, these breakthroughs are often difficult to translate into real-world engineering systems because deep learning models require a massive number of training samples, which are costly to obtain in practice. To address labeled data scarcity, few-shot meta-learning optimizes learning algorithms that can efficiently adapt to new tasks quickly. While meta-learning is gaining significant interest in the machine learning literature, its working principles and theoretic fundamentals are not as well understood in the engineering community.This review monograph provides an introduction to meta-learning by covering principles, algorithms, theory, and engineering applications. After introducing meta-learning in comparison with conventional and joint learning, the main meta-learning algorithms are described, as well as a general bilevel optimization framework for the definition of meta-learning techniques. Then, known results on the generalization capabilities of meta-learning from a statistical learning viewpoint are summarized. Applications to communication systems, including decoding and power allocation, are discussed next, followed by an introduction to aspects related to the integration of meta-learning with emerging computing technologies, namely neuromorphic and quantum computing. The monograph concludes with an overview of open research challenges.

How long is Learning with Limited Samples?

Learning with Limited Samples by LISHA CHEN; SHARU THERESA JOSE; IVANA NIKOLOSKA; S. 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 Learning with Limited Samples Aloud?

The average oral reading speed is 183 words per minute. This means it takes to read Learning with Limited Samples aloud.

What Reading Level is Learning with Limited Samples?

Learning with Limited Samples 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 Learning with Limited Samples?

Learning with Limited Samples by LISHA CHEN; SHARU THERESA JOSE; IVANA NIKOLOSKA; S. is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

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