> ## Documentation Index
> Fetch the complete documentation index at: https://kumo.ai/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# 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).

<CardGroup cols="2">
  <Card title="Recommendation" icon="cart-shopping" href="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`
  </Card>

  <Card title="User Engagement" icon="comments" href="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`
  </Card>

  <Card title="Item Sales" icon="dollar-sign" href="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`
  </Card>

  <Card title="Ad Clicks" icon="hand-pointer" href="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`
  </Card>

  <Card title="Ads Engagement" icon="eye" href="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`
  </Card>

  <Card title="Study Outcome" icon="flask" href="https://colab.research.google.com/drive/1OnFNZCscTv9LWNFBBXCpnHP-vaUJp8zR?usp=sharing">
    Predict if a future trial will have a statistically significant outcome.

    `relbench`

    `healthcare`

    `classification`
  </Card>

  <Card title="F1 Driver Podium" icon="trophy" href="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`
  </Card>

  <Card title="F1 Driver Position" icon="flag-checkered" href="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`
  </Card>

  <Card title="Game Purchase" icon="gamepad" iconType="regular" href="https://colab.research.google.com/drive/1kFw9PSJ69gunnVg0mk4w7AZQ6x5zq9dF">
    Predict likelihood to purchase a game in the next 3 weeks

    `aws-s3`

    `gaming`

    `link prediction`
  </Card>

  <Card title="Personalized Movie Recommendations" icon="film" href="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`
  </Card>
</CardGroup>