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[Feature Request]: Transfer Learning model in Machine Learning #3617

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Closed
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pavitraag opened this issue Jul 20, 2024 · 2 comments · Fixed by #3665
Closed
4 tasks done

[Feature Request]: Transfer Learning model in Machine Learning #3617

pavitraag opened this issue Jul 20, 2024 · 2 comments · Fixed by #3665
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@pavitraag
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Is there an existing issue for this?

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Feature Description

Transfer Learning is a machine learning technique where a model developed for a particular task is reused as the starting point for a model on a second task. This approach leverages the knowledge gained from the first task to improve the learning efficiency and performance on the new task, especially when the new task has limited labeled data.

Use Case

In a real-time use case, a researcher working on medical image analysis for detecting tumors can use a pre-trained model on general image recognition. By fine-tuning this model with a smaller set of medical images, the researcher can achieve high accuracy in tumor detection more quickly and with less data than training a model from scratch.

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@pavitraag pavitraag added the enhancement New feature or request label Jul 20, 2024
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Hi @pavitraag! Thanks for opening this issue. We appreciate your contribution to this open-source project. Your input is valuable and we aim to respond or assign your issue as soon as possible. Thanks again!

@ajay-dhangar ajay-dhangar added documentation Improvements or additions to documentation GSSOC'24 GirlScript Summer of Code | Contributor level1 GirlScript Summer of Code | Contributor's Levels gssoc GirlScript Summer of Code | Contributor labels Jul 20, 2024
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Hello @pavitraag! Your issue #3617 has been closed. Thank you for your contribution!

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