Frame the problem
Define target, inputs, constraints, baseline, and success metric before choosing an algorithm.
MIOSA deployment artifact
Miosa AI Machine Learning Explainer
A production-published learning app generated from a MIOSA sandbox. The live sandbox version includes Node.js, SQLite-backed users, signed-cookie auth, lessons, progress tracking, and quiz attempts.
Explore curriculumChoose a baseline
Use linear models, trees, or nearest neighbors before reaching for heavier model classes.
Evaluate and monitor
Ship only after leakage checks, validation metrics, rollback plans, and ongoing monitoring are clear.
Marker: miosa-ml-explainer-snapshot-ready-20260517