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

# Notebooks

> Discover how to leverage the Kumo SDK for your use case.

Note: For KumoRFM, you can find the sample notebooks in this [github repo](https://github.com/kumo-ai/kumo-rfm/tree/master/notebooks).

#### [Recommendation](https://colab.research.google.com/drive/1WOyMm8gdT1lwrmgRjJUSwb940sn6jUM4)

Predict top 12 products customers are most likely to interact with in the next 7 days.

`aws-s3`

`e-commerce`

`link prediction`

#### [User Engagement](https://colab.research.google.com/drive/1EOioSFNT7LWle-bA_3RsSAbObp7DDFrE?usp=sharing)

Predict if user will make any votes, posts, or comments in the next 3 months.

`relbench`

`social-media`

`classification`

#### [Item Sales](https://colab.research.google.com/drive/1TdC7kVov_rEvLiSrcUpGAIjatY0d2gSM?usp=sharing)

Predict the total sales for an article in the next week.

`relbench`

`e-commerce`

`regression`

#### [Ad Clicks](https://colab.research.google.com/drive/1Zs2mRQW_nrM_zqrqC4JPM7hjviU2bzqT?usp=sharing)

Predict whether a customer will visit more than one Ad in the next 4 days.

`relbench`

`ad-tech`

`classification`

#### [Ads Engagement](https://colab.research.google.com/drive/13T_4awxz75MXTL1Nbuj0M-KgTBo8-YqU?usp=sharing)

Predict the list of ads a user will visit in the next 4 days.

`relbench`

`ad-tech`

`link prediction`

#### [Study Outcome](https://colab.research.google.com/drive/1OnFNZCscTv9LWNFBBXCpnHP-vaUJp8zR?usp=sharing)

Predict if a future trial will have a statistically significant outcome.

`relbench`

`healthcare`

`classification`

#### [F1 Driver Podium](https://colab.research.google.com/drive/1UGdnzaD-qLNt4MYEi50tdyOzflWwh2lK?usp=sharing)

Predict if a driver will qualify in the top-3 for a race in the next 1 month.

`relbench`

`gaming`

`classification`

#### [F1 Driver Position](https://colab.research.google.com/drive/1xQbf_KFXtEwolHWV6EH4ChE8apUSP0qh?usp=sharing)

Predict average finishing position of each driver for all races in the next 2 months.

`relbench`

`gaming`

`regression`

#### [Game Purchase](https://colab.research.google.com/drive/1kFw9PSJ69gunnVg0mk4w7AZQ6x5zq9dF)

Predict likelihood to purchase a game in the next 3 weeks

`aws-s3`

`gaming`

`link prediction`

#### [Personalized Movie Recommendations](https://colab.research.google.com/drive/1lEbWjR8q413coINlOJ_oC3ZvMPUswZac?usp=sharing)

Recommend top movies to watch in the next 14 days

`aws-s3`

`entertainment`

`link prediction`