> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/curator/v26.04/curate-video/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/v26.04/curate-video/tutorials/beginner.md): Beginner-friendly tutorial for running your first Ray-based video splitting pipeline using the Python example
- [Split and Dedup](https://docs.nvidia.com/nemo/curator/v26.04/curate-video/tutorials/split-dedup.md): End-to-end workflow tutorial covering the video curation process from splitting through semantic deduplication (Ray/Python)
- [Overview](https://docs.nvidia.com/nemo/curator/v26.04/curate-video/tutorials/pipeline-customization.md): Advanced tutorials for customizing NeMo Curator video pipelines including adding custom code, models, stages, and environments
- [Add Custom Environment](https://docs.nvidia.com/nemo/curator/v26.04/curate-video/tutorials/pipeline-customization/add-cust-env.md): Guide to creating and managing custom Docker environments for specialized video curation pipeline requirements
- [Add Custom Code](https://docs.nvidia.com/nemo/curator/v26.04/curate-video/tutorials/pipeline-customization/add-cust-code.md): Tutorial for adding custom code to video curation pipelines for specialized processing requirements
- [Add Custom Model](https://docs.nvidia.com/nemo/curator/v26.04/curate-video/tutorials/pipeline-customization/add-cust-model.md): Tutorial for integrating custom models into video curation pipelines for specialized captioning, embedding, or filtering tasks
- [Add Custom Stage](https://docs.nvidia.com/nemo/curator/v26.04/curate-video/tutorials/pipeline-customization/add-cust-stage.md): Advanced tutorial for adding custom processing stages to video curation pipelines for specialized workflow requirements


> **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/v26.04/curate-video/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.

> Collection of tutorials for video curation workflows including beginner guides and advanced pipeline customization techniques

# Video Curation Tutorials

Use the tutorials in this section to learn video curation with NeMo Curator.

> **Tip**
>
> Tutorials are organized by complexity and typically build on one another.

---

#### [Beginner Tutorial](/curate-video/tutorials/beginner)

Run your first splitting pipeline with the Python example, including model prep and common flags.
video-splitting
embeddings
captioning

#### [Split and Deduplicate Videos](/curate-video/tutorials/split-dedup)

Split videos and then remove near-duplicates using KMeans + Pairwise semantic dedup.
splitting
semantic-deduplication

#### [Pipeline Customization Series](/curate-video/tutorials/pipeline-customization)

Customize pipelines by composing `ProcessingStage` classes and tuning resources.
stages
resources
custom-pipelines