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    Machine Learning & MLOps

    Models that make it to production, not just a notebook

    Since day one we have built forecasting, scoring, matching and computer-vision models for demanding sectors — and the MLOps around them so they keep performing after go-live.

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    Machine Learning & MLOps

    Why Liplyn Information Group for your sector

    Specialist models

    Forecasting, risk scoring, churn, pricing, anomaly detection, NLP and computer vision — chosen for the problem, not the hype.

    MLOps

    Feature stores, model registry, automated retraining, versioning and rollback across environments.

    Drift monitoring

    Performance, data drift and bias tracked continuously with alerts before results degrade.

    Explainability

    SHAP-based explanations, model cards and audit trails aligned with the EU AI Act.

    What we deliver

    A use case with a business case, a validated model, and the operational plumbing to keep it trustworthy.

    Use-case selection and value estimation
    Feature engineering on your governed data foundation
    Model development, validation and benchmark against baseline
    Deployment as API, batch job or embedded in your product
    Automated retraining and champion/challenger setup
    Drift, bias and performance monitoring dashboards
    Model documentation for auditors and regulators

    Discuss a machine learning use case

    Share the decision you want to improve — we'll assess feasibility and expected impact.

    Trusted by leading brands

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    Turn a promising model into a working asset

    Most models fail in operations, not in training. We build for the day after go-live.

    Scope an ML use case