(Day 186) Prefect cloud, model serving with FastAPI, and SHAP values
July 5, 2024
Hello :) Today is Day 186!
A quick summary of today:
- using FastAPI for model serving, and running it in Docker
- starting to think about model monitoring
(Day 185) Using prefect as my orchestrator for my MLOps project
July 4, 2024
Hello :) Today is Day 185!
A quick summary of today:
- creating a flow for model training
- creating a flow for uploading data to GCS
(Day 184) Mlflow experiment tracking and trying out metaflow
July 3, 2024
Hello :) Today is Day 184!
A quick summary of today:
- got various experiments ran and saved in my GCP mlflow server
- set up and tried out metaflow for MLOps orchestration
(Day 183) Failing to install Kubeflow, and setting up mlflow on GCP
July 2, 2024
Hello :) Today is Day 183!
(Day 182) Learning about feature selection in fraud detection and finding a classifier model with low recall
July 1, 2024
Hello :) Today is Day 182!
A quick summary of today:
- learning about IV, WoE, and finding a best model for an imbalanced insurance fraud imbalanced dataset
(Day 181) Lending club data engineering project - Done
June 30, 2024
Hello :) Today is Day 181!
A quick summary of today:
- completed and documented my data engineering project