From Data to ML Recommendations
A structured approach to preprocessing, feature engineering, training, and evaluation.
2026-08-105 min read
Machine-learning projects become easier to reason about when the pipeline is explicit.
Preprocess
Understand missing values, distributions, and input quality.
Engineer features
Transform raw data into useful signals.
Evaluate
Compare models using appropriate metrics before turning predictions into product recommendations.