Databricks
Grundlagt 2013 • San Francisco, USA
Databricks er en unified analytics platform der tilbyder DBRX, deres egen open source foundation model. De fokuserer på at integrere AI med data lakehouse arkitektur.
Modeller
DBRXDBRX InstructDolly 2.0MPT-7BMPT-30B
Key Features
- ✦Data lakehouse integration
- ✦DBRX open source model
- ✦Fine-tuning på egne data
- ✦Enterprise data governance
- ✦Spark integration
- ✦MLflow integration
API Features
✓Model serving endpoints
✓MLflow API
✓Feature store
✓Batch og real-time inference
✓Custom model deployment
✓Delta Lake integration
Pricing Model
Platform-baseret med compute pricing
Styrker
- ✓Tæt integration med data platform
- ✓Stærk i enterprise data scenarios
- ✓God governance og compliance
- ✓Open source DBRX model
- ✓Skalerbar infrastructure
Begrænsninger
- !Kræver Databricks platform
- !Kompleks setup
- !Dyrere end pure API services
- !Steeper learning curve
Populære Use Cases
→Enterprise data analytics
→Custom model fine-tuning
→Data lakehouse AI integration
→Regulated industries
→Large-scale ML operations