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@thomasrenwickm thomasrenwickm released this 23 Jun 18:34
· 24 commits to main since this release

πŸš€ Release v1.0 β€” Full MLOps Automation

This release marks the first stable version of our pipeline with end-to-end automation for a regression task on the Ames Housing dataset. Key features include:

βœ… Key Highlights

  • βœ… MLflow integration for experiment tracking and reproducible runs
  • βš™οΈ Hydra-powered configuration management for clean and flexible parameter control
  • πŸ“Š Weights & Biases (W&B) logging for model metrics, artifacts, plots, and traceability
  • πŸ“ Modular architecture with support for preprocessing, training, evaluation, and inference
  • πŸ“¦ Full compatibility with mlflow run . -P steps="..." commands
  • πŸ§ͺ Metrics evaluation using custom regression metrics
  • 🧠 Feature selection and preprocessing pipeline tracking

This version is a robust foundation for reproducible and scalable machine learning pipelines.