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> For a complete documentation index, see https://docs.nvidia.com/sdgm/kumo-engine/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/sdgm/_mcp/server.

# Get Started with Kumo Engine

## Docs

- [Kumo Engine Overview](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/overview.md): An open source foundation for learning from relational data, building predictive models, and putting predictions to work.
- [Kumo Engine Prerequisites](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/prerequisites.md): Prepare Python, compute, local storage, and data access for Kumo Engine
- [Available Deployment Options](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/available-deployment-options.md): Choose a Snowflake or Databricks notebook, or a Linux machine, for your Kumo workflow.
- [GPU Sizing](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/gpu-sizing.md): Size GPU compute, local SSD scratch, CPU, and RAM for Kumo Engine
- [Linux Machine Deployment Setup](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/installation/linux-machine-deployment.md): Install Kumo and prepare your Linux machine to connect data
- [Snowflake Notebook Setup](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/installation/snowflake-notebook.md): Install Kumo in a Snowflake container notebook and connect to your source tables using its runtime identity
- [Databricks Notebook Setup](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/installation/databricks-notebook.md): Install Kumo in a Databricks notebook and configure local working storage
- [Predictive Query](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/predictive-query-examples.md)
- [Business Operations](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/business-operations/business-operations.md)
- [Demand Forecasting Solution](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/business-operations/demand-forecasting-solution.md)
- [Shipment Delay Prediction](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/business-operations/shipment-delay-prediction.md)
- [Entity Resolution](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/business-operations/entity-resolution.md)
- [Fraud](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/fraud/fraud.md)
- [Chargeback Fraud Detection](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/fraud/chargeback-fraud-detection.md)
- [Credit Card Fraud Detection Solution](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/fraud/credit-card-fraud-detection-solution.md)
- [Money Laundering Detection](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/fraud/money-laundering-detection.md)
- [Payback Abuse Detection Solution](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/fraud/payback-abuse-detection-solution.md)
- [Growth and Marketing](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/growth-marketing/growth-and-marketing.md): Choose a growth and marketing prediction using customer, lead, campaign, and activity data.
- [Customer Churn Prediction](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/growth-marketing/customer-churn-prediction.md)
- [Lead Scoring Optimization](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/growth-marketing/lead-scoring-optimization.md)
- [Customer Lifetime Value Prediction](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/growth-marketing/customer-lifetime-value-prediction.md)
- [Anti-Targeting Solution](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/growth-marketing/anti-targeting-solution.md)
- [First Open Hour Prediction](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/growth-marketing/first-open-hour-prediction.md)
- [Feature Adoption Prediction](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/growth-marketing/feature-adoption-prediction.md): Predict which known product features each user will first adopt over the next 30 days.
- [Personalization](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/personalization/personalization.md)
- [Buy It Again Recommendations](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/personalization/buy-it-again-recommendation.md)
- [New Arrival Recommendations](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/personalization/new-arrival-recommendations.md)
- [Item-to-Item Recommendation](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/personalization/item-to-item-recommendation.md)
- [Search Recommendations](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/personalization/search-recommendations.md)
- [Personalized Email Recommendations](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/personalization/personalized-email-recommendations.md)
- [Try Something New](https://docs.nvidia.com/sdgm/kumo-engine/1.0.0/get-started-with-kumo-engine/workflows-and-solutions/personalization/try-something-new.md)