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Find duplicate and anomalies in your dataset. Identify wrong/confusing labels in your dataset. Uncover data leak in your dataset.

Home Page: https://dicksonneoh.com/portfolio/fastdup_manage_clean_curate/

Jupyter Notebook 67.23% HTML 32.77%
data-science data-validation anomaly-detection computer-vision duplicate-detection python

fastdup-manage-clean-curate-blogpost's Introduction

fastdup: A Powerful Tool to Manage, Clean & Curate Visual Data at Scale on Your CPU - For Free.

image

Companion repo for the blogpost.

๐Ÿ“‘ Notebooks

clean_v1.ipynb - Demo notebook showing the functionality of fastdup using the V1 API.

clean.ipynb - Demo notebook showing the functionality of fastdup using the older V0.1 API.

train_clean.ipynb - Train a Fastai model on the clean version of the data.

train.ipynb - Train a Fastai model on the original data.

๐Ÿ“‚ Folders

scene_classification - Folder with raw uncleaned images.

scene_classification_clean - Folder with cleaned version of images and fastdup report files.

๐Ÿ“ž Questions? Connect with me

If you have any questions or feedback, please don't hesitate to reach out to me. I'm active on the following platforms.

dnth

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I am thrilled to share my work with you and I hope you find it useful.

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Your support will help me to continue developing and maintaining this project, as well as create new ones.

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