LR-based ML Lifecycle Retrospective
Building my first ML Lifecycle — a three-tier architecture for an ad Fallback CTR prediction — as a backend engineer without an AI background. The technical decisions I made, and what I learned through running it.
Sklearn
Training Frameworks and Inference Formats: Where sklearn and ONNX Belong
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?’