From dfc34b4e0877b2f956139a6812232c0ba906ce29 Mon Sep 17 00:00:00 2001 From: lukas-heilgenbrunner Date: Mon, 28 Oct 2024 16:25:02 +0100 Subject: [PATCH] add image of prototypical network --- typstalt/materialandmethods.typ | 7 ++++++- typstalt/rsc/prototype_fewshot_v3.png | Bin 0 -> 67348 bytes typstalt/sources.bib | 10 ++++++++++ 3 files changed, 16 insertions(+), 1 deletion(-) create mode 100644 typstalt/rsc/prototype_fewshot_v3.png diff --git a/typstalt/materialandmethods.typ b/typstalt/materialandmethods.typ index d0b2907..9e32042 100644 --- a/typstalt/materialandmethods.typ +++ b/typstalt/materialandmethods.typ @@ -30,6 +30,11 @@ For Example 3 target classeas and 5 samples per class for training might be a 3- A classical example of how such a model might work is a prototypical network. These models learn a representation of each class and classify new examples based on proximity to these representations in an embedding space. +#figure( + image("rsc/prototype_fewshot_v3.png", width: 60%), + caption: [Prototypical network for few-shots. #cite()], +) + The first and easiest method of this bachelor thesis uses a simple ResNet to calucalte those embeddings and is basically a simple prototypical netowrk. See //%todo link to this section // todo proper source @@ -52,7 +57,7 @@ A Jupyter notebook is a shareable document which combines code and its output, t The notebook along with the editor provides a environment for fast prototyping and data analysis. It is widely used in the data science, mathematics and machine learning community. -In the context of this practical work it can be used to test and evaluate the active learning loop before implementing it in a Dagster pipeline. #cite() +In the context of this bachelor thesis it was used to test and evaluate the three few-shot learning methods and to compare them. #cite() === CNN Convolutional neural networks are especially good model architectures for processing images, speech and audio signals. diff --git a/typstalt/rsc/prototype_fewshot_v3.png b/typstalt/rsc/prototype_fewshot_v3.png new file mode 100644 index 0000000000000000000000000000000000000000..bbb1c7dcfab58561980aa340a0b738910051749e GIT binary patch literal 67348 zcmagGby$?!7eD#}3MwMf3Id8^kRk}up_D^NHwY-*T|5LR^3UKz)8BOSotZ5UGCxpVo>b&<>WZi_rj8oVtn9IYrEjr&NBr#Dq1 zLi<80g)w$-ID-TM-EE0=(bON$Ny(fU7@W@Hck2rG;-!lv9SjT|-RHLt+$Y$h;=ZoL z@w&=jI^)hRUBLDdx_$khe?A1CWeWbE|AJ3-tA((F|MSUvstZ?~{<~)E_N)54|E>oM 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