Applied Machine Learning and MLOps

Applied ML, MLOps & Secure AI Hosting

A model only counts when it runs every day. Swingtech builds everything around the model: preparing the data, training it the same way each time, putting it into production, and watching for the day its answers start to slip. We work in whatever environment you already use, from commercial cloud such as AWS, Azure, and Google Cloud to FedRAMP approved and government cloud environments such as AWS GovCloud at Impact Levels 2, 4, and 5, and we hand over systems your own staff can keep running. We work in these areas:
    • Forecasting, risk scoring, and spotting unusual activity such as improper payments or fraud
    • Reading text and images to sort information, pull out key facts, and check quality
    • Moving models into production and keeping them there, with automated release, version tracking, and retraining
    • Running generative AI safely in production, covering prompts, testing, limits, and cost tracking
    • Data platforms and dashboards using Databricks, cloud data warehouses, Power BI, Tableau, and Amazon QuickSight
    • Secure hosting in commercial cloud, FedRAMP approved services, government cloud such as AWS GovCloud (IL2, IL4, and IL5), or your own data center, including support for security approvals
    • Monitoring, documentation, and support after launch so the system keeps working