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Abacus.AI MLOps

Use Abacus.AI’s state of the art AI platform to run your own models at enterprise scale

Real Time ML Feature Store

Vector Matching Engine

Drift, Observability and Explainability

Model Hosting and Data Pipelines

Human-AI Champion-Challenger

Organizations can use one or more of these modules to accelerate in-house developed models to production, host them, operationalize them by automating the flow of data and monitor them continuously

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Model Hosting and Data Pipelines

Model hosting and auto-scaling of machine and deep learning models
Periodic data refresh, model retraining and deployment
Versioning, RBAC and Audit logs for compliance and governance

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Drift, Observability and Explainability

Ensure model efficacy by monitoring drift
Get real-time explanations for predictions
Model monitoring for latency and performance

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Real Time ML Feature Store

Merge batch and streaming data pipelines
Build features in SQL or Python using intuitive UI or API
Create nested and time travel features for advanced ML models

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Vector Matching Engine

Scales to billions of embeddings
Enterprise scale update speeds and millisecond latencies
Applied to language, image and recommender models

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Human-AI Champion-Challenger

Notebook hosting for easy model iteration and development
Register custom algorithms for specific problem types including time-series, vision, and NLP
Use human intelligence and compete with models built by our AI techniques
Evaluate on standard metrics

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