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What is Kumo AI?
Kumo AI offers a revolutionary approach to building AI models. The platform empowers users to train highly accurate models for predictions and embeddings directly from relational data, found in data warehouses and relational databases. This approach significantly streamlines the AI development process by removing the need for complex feature engineering, experimentation, and Machine Learning pipelines.
The Kumo platform is powered by innovations in Relational Deep Learning and Graph Transformers. These breakthroughs enable the creation of Predictive AI applications across various business areas, achieving development speeds up to 20 times faster than traditional Machine Learning methods.
Features
- No Feature Engineering: Train AI models directly on relational data without manual feature creation.
- Relational Deep Learning: Utilizes advanced Relational Deep Learning techniques for enhanced model accuracy.
- Graph Transformers: Leverages Graph Transformers to process and analyze relational data structures.
- Fast Model Training: Develop AI applications up to 20x faster than traditional methods.
- Embeddings Generation: Create embeddings from relational data for various downstream tasks.
Use Cases
- Predictive modeling on relational data
- Generating embeddings from database tables
- Improving recommendation systems
- Lead scoring
- Boosting user engagement
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