Discover and Reuse
Layer’s reusable entities improve discoverability and eliminate duplication across all projects.
Discover and access trusted datasets and versioned features so that you can generate impactful insights that drive business outcomes.
Store, organize, and manage your versioned ML models all in one place. Layer simplifies lifecycle monitoring and helps you to discover new models of interest.
Reproduce and Scale
Automatically track lineage between your versioned entities
Maximize your resources for high scalability with infra-agnostic pipelines
Have confidence and transparency in your team’s work by using versioned entities to reproduce experiments and guarantee the same results.
Deliver and Deploy
Create automated or reactive pipelines with Declarative MLOps to automatically build, test, and deploy your Data and ML Models at scale.
Observe and React
Monitor the post-production lifecycle of your entities with traceable processes for full observability.
Track drift, compare versions, and monitor changes through your favorite platforms
Monitor the training metrics of your ML Model and what it means for KPIs