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Hands-On One-shot Learning with Python

You're reading from   Hands-On One-shot Learning with Python Learn to implement fast and accurate deep learning models with fewer training samples using PyTorch

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Product type Paperback
Published in Apr 2020
Publisher Packt
ISBN-13 9781838825461
Length 156 pages
Edition 1st Edition
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Authors (2):
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Ankush Garg Ankush Garg
Author Profile Icon Ankush Garg
Ankush Garg
Shruti Jadon Shruti Jadon
Author Profile Icon Shruti Jadon
Shruti Jadon
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Toc

Table of Contents (11) Chapters Close

One-shot learning – overview

One-shot learning can be seen as an approach to train machines in a way that is similar to how humans learn. One-shot learning is an approach to learn a new task using limited supervised data with the help of strong prior knowledge. The first work published that resulted in high accuracy for the image classification problem dates back to the 2000s by Dr. Fei Fei Li—although, in recent years, researchers have made good progress tackling it through different deep learning architectures and optimization algorithms, such as matching networks, model agnostic meta-learning, and memory-augmented neural networks. One-shot learning has a lot of applications in several industriesthe medical and manufacturing industries in particular. In medicine, we can use one-shot learning when there is limited data available, for example, when working...

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Hands-On One-shot Learning with Python
Published in: Apr 2020
Publisher: Packt
ISBN-13: 9781838825461
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