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add some things to matmethods

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lukas-heiligenbrunner 2025-01-13 15:09:43 +01:00
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@ -213,6 +213,7 @@ The notebook along with the editor provides a environment for fast prototyping a
It is widely used in the data science, mathematics and machine learning community.~#cite(<jupyter>)
In the context of this bachelor thesis it was used to test and evaluate the three few-shot learning methods and to compare them.
Furthermore, Matplotlib was used to create the comparison plots.
=== CNN
Convolutional neural networks are especially good model architectures for processing images, speech and audio signals.
A CNN typically consists of Convolutional layers, pooling layers and fully connected layers.
@ -373,6 +374,7 @@ Its use of frozen pre-trained feature extractors is key to avoiding overfitting
== Alternative Methods
There are several alternative methods to few-shot learning which are not used in this bachelor thesis.
Either they performed worse on benchmarks compared to the used methods or they were released after my literature research.
#todo[Do it!]
// https://arxiv.org/pdf/2211.16191v2