MLflow and the ML Lifecycle

Which slot of the ML lifecycle each MLflow component fills, and which pieces a lightweight team can pick.

February 20, 2025 · 6 min read

Choosing a Model Training Framework: sklearn vs ONNX

sklearn and ONNX aren’t competing at the same layer. Once you separate their roles, the real question becomes ‘do I need an ONNX layer at all?’

February 1, 2025 · 5 min read

Revisiting Logistic Regression

The structure and characteristics of Logistic Regression, and why an old model still serves as the baseline in CTR prediction.

January 15, 2025 · 5 min read