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Abacus.AI LLM + ML Ops
Use Abacus.AI’s state of the art AI platform to run your own models at enterprise scale
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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Custom Fine-Tunes
- Automated fine-tuning based on use-case
- Synthetic data generation
- Exceeds GPT-4o performance
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Vector Store
- Scales to billions of embeddings
- Enterprise scale update speeds and millisecond latencies
- Applied to language, image and recommender models
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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
- Model monitoring and auto-scaling
- Real-time predictions dashboard
- Automated data pipelines and data wrangling
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Real-Time ML Feature Store
- Connect to Data Sources and set up pipelines
- Enable real-time machine learning
- Create ML features to share across organizaiton
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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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