> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/curator/v26.09/curate-images/tutorials/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/curator/_mcp/server.

# Tutorials

## Docs

- [Beginner Tutorial](https://docs.nvidia.com/nemo/curator/v26.09/curate-images/tutorials/beginner.md): Beginner-friendly tutorial for creating your first image curation pipeline with quality filtering and NSFW detection
- [Deduplication Workflow](https://docs.nvidia.com/nemo/curator/v26.09/curate-images/tutorials/dedup-workflow.md): End-to-end workflow tutorial covering the image curation process from embedding generation through semantic deduplication


> **Note:** This page contains both a page directory (above) and the landing page content (below). The page directory is generated for agent use and does not appear on the landing page.

> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/curator/v26.09/curate-images/tutorials/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/curator/_mcp/server.

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

# 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.

#### [Beginner Tutorial](/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

#### [Image Duplicate Removal Workflow](/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

#### [Nemotron OCR Synthetic Data](/curate-text/synthetic/nemotron-ocr/tutorial)

Extract word boxes from image datasets and generate multimodal bounding-box QA conversations.
nemotron-ocr
multimodal
synthetic-data

## 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).