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# Image Dataset Curation - Art Recommendation System Content for workshops on image similarity and dataset curation.  ## Workshop 1 * [Slides](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/slides/Image%20Dataset%20Curation%20-%20Art%20Recommendation%20-%20Workshop%201.pdf) * [Intuitions about Image Embeddings and Pairwise Comparison](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/notebooks/Tutorial_Part1_Pairwise_Comparison_of_Embeddings.ipynb) * [Scraping Public Domain Artwork from Google Images and Saving it to Google Drive](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/notebooks/Tutorial_Part2_Downloading_Images_to_Google_Drive_and_Creating_Embeddings.ipynb) ## Workshop 2 * [Slides](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/slides/Image%20Dataset%20Curation%20-%20Art%20Recommendation%20-%20Workshop%202.pdf) * [Nearest Neighbors and Clustering of Images](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/notebooks/Tutorial_Part3_Image_Neighborhoods_and_Clustering_of_Street_Artwork.ipynb) * [Visualizing Image Vector Spaces using Tensorboard](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/notebooks/Tutorial_Part5_Visualizing_Image_Embeddings_with_Tensorboard.ipynb) ## Workshop 3 * [Slides](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/slides/Image%20Dataset%20Curation%20-%20Workshop%203.pdf) * [Downloading Lion-related images from Bing](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/image_scraping/Download_Images_from_Bing_to_Google_Drive_Lion_Experiments.ipynb) * [Running Imagenet-pretrained convolutional neural networks (Resnets) for classification](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/notebooks/Tutorial_Part4_Labeling_Images_with_a_Pretrained_Resnet.ipynb) * [Fine-tuning a Resnet for multilabel classification](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/notebooks/Tutorial_Part6_Finetuning_a_Resnet_for_Multilabel_Classification.ipynb) ## Workshop 4 * [Slides](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/slides/Image%20Dataset%20Curation%20-%20Workshop%204.pdf) * [Introduction to CLIP and Zero Shot Classification](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/notebooks/Tutorial_Part7_Intro_to_CLIP_ZeroShot_Classification.ipynb) * [Dataset Cleaning with Cleanlab and CLIP](https://github.com/KISZ-BB/image-dataset-curation-workshops/blob/main/notebooks/Tutorial_Part8_Cleanlab_and_CLIP.ipynb) #### Author: Antonio Rueda-Toicen #### [AI Service Center @ Hasso Plattner Institute](https://hpi.de/en/kisz/home.html) **antonio.rueda.toicen 'at' hpi 'dot' de** [](http://creativecommons.org/licenses/by/4.0/) This work is licensed under a [Creative Commons Attribution 4.0 International License](http://creativecommons.org/licenses/by/4.0/).

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