***

description: >-
Hands-on tutorials for image curation workflows using NeMo Curator tools and
techniques
categories:

* tutorials
  tags:
* tutorials
* image-curation
* hands-on
* examples
  personas:
* data-scientist-focused
* mle-focused
  difficulty: beginner
  content\_type: tutorial
  modality: image-only

***

# Image Curation Tutorials

This section contains practical tutorials that show how to use NVIDIA NeMo Curator for various image curation tasks. Each tutorial provides step-by-step guidance for specific use cases.

<Cards>
  <Card title="Beginner Tutorial" href="/curate-images/tutorials/beginner">
    Get started with basic image curation using NeMo Curator. Learn how to create pipelines that filter images by aesthetic quality and NSFW content.
    beginner
    quality-filtering
    nsfw-detection
  </Card>

  <Card title="Image Duplicate Removal Workflow" href="/curate-images/tutorials/dedup-workflow">
    Learn how to remove duplicate and near-duplicate images using semantic duplicate removal with CLIP embeddings and clustering.
    duplicate-removal
    embeddings
    clustering
  </Card>
</Cards>

## Resources

For working Python examples and command-line scripts, refer to the [Tutorials directory](https://github.com/NVIDIA-NeMo/Curator/tree/main/tutorials/image) in the [NeMo Curator GitHub repository](https://github.com/NVIDIA-NeMo/Curator).