Ismail ait-lahssen's Work | ContraWork by Ismail ait-lahssenIsmail ait-lahssen
Building AI-Powered Workflows & Business Systems
Production-oriented credit risk ML system with reproducible training, saved artifacts, automated tests, and CLI-based inference workflows. Production-oriented credit risk ML system with reproducible training, saved artifacts, automated tests, and CLI-based inference workflows. Developed a production-oriented ML repository with modular source architecture, automated testing, CI workflows, inference APIs, and structured engineering documentation following real-world software development practices. Built a modular command-line interface orchestrating training, evaluation, artifact persistence, and prediction workflows through reusable pipeline components and configurable runtime parameters.