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# Get Started with Kumo Engine

## Docs

- [Kumo Engine Overview](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/overview.md): An open accelerator for neighborhood sampling and context generation over relational and graph data.
- [Get Started with Agents](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/agents.md): Install the Kumo Engine agent skill for Claude Code, Codex, Snowflake Cortex Code, or Databricks Genie Code, then train your first Kumo Engine model from a plain-language request.
- [Kumo Engine Examples](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/examples.md): Browse Kumo Engine notebooks and Python examples by industry and deployment.
- [Kumo Engine Prerequisites](https://docs.nvidia.com/sdgm/kumo-engine/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/get-started-with-kumo-engine/available-deployment-options.md): Choose a notebook or a local Linux, macOS, or Windows (WSL2) environment.
- [GPU Sizing](https://docs.nvidia.com/sdgm/kumo-engine/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/get-started-with-kumo-engine/installation/linux-machine-deployment.md): Install Kumo and prepare your Linux machine to connect data
- [macOS Setup](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/installation/macos.md): Install Kumo Engine on your Apple silicon Mac, verify Apple GPU or CPU execution, and prepare local working storage.
- [Windows (WSL2) Setup](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/installation/windows-wsl2.md): Install Kumo Engine inside Windows Subsystem for Linux 2 (WSL2), verify NVIDIA GPU or CPU execution, and prepare local working storage.
- [Snowflake Notebook Setup](https://docs.nvidia.com/sdgm/kumo-engine/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/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/get-started-with-kumo-engine/workflows-and-solutions/predictive-query-examples.md)
- [Business Operations](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/business-operations/business-operations.md)
- [Demand Forecasting Solution](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/business-operations/demand-forecasting-solution.md)
- [Shipment Delay Prediction](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/business-operations/shipment-delay-prediction.md)
- [Entity Resolution](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/business-operations/entity-resolution.md)
- [Fraud](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/fraud/fraud.md)
- [Chargeback Fraud Detection](https://docs.nvidia.com/sdgm/kumo-engine/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/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/get-started-with-kumo-engine/workflows-and-solutions/fraud/money-laundering-detection.md)
- [Payback Abuse Detection Solution](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/fraud/payback-abuse-detection-solution.md)
- [Growth and Marketing](https://docs.nvidia.com/sdgm/kumo-engine/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/get-started-with-kumo-engine/workflows-and-solutions/growth-marketing/customer-churn-prediction.md)
- [Lead Scoring Optimization](https://docs.nvidia.com/sdgm/kumo-engine/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/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/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/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/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/get-started-with-kumo-engine/workflows-and-solutions/personalization/personalization.md)
- [Buy It Again Recommendations](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/personalization/buy-it-again-recommendation.md)
- [New Arrival Recommendations](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/personalization/new-arrival-recommendations.md)
- [Item-to-Item Recommendation](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/personalization/item-to-item-recommendation.md)
- [Search Recommendations](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/personalization/search-recommendations.md)
- [Personalized Email Recommendations](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/personalization/personalized-email-recommendations.md)
- [Try Something New](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/workflows-and-solutions/personalization/try-something-new.md)