mlproject_student

mlproject

virtual enviroment

• conda create -p student python==3.9 -y
• conda activate C:\Users\pachp\Desktop\projects\mlproject_student\student

create the template.py for generic folder structure of machine learning project

• python template.py

create logger.py

create exception handling in exception.py

create data_ingestion

track data by dvc --> dvc init ---> delete artifacts --> git add . ---> git status --> git commit -m "first" ---> git push origin main ---> python app.py ---> dvc add artifacts/raw.csv ---> git add . ---> git commit ---> git push. ---> git logs ---> git checkout adddcommitnumber.

mlflow tracking

• MLFLOW_TRACKING_URI=https://dagshub.com/pachpandemahesh300/mlproject_student.mlflow \
• MLFLOW_TRACKING_USERNAME=pachpandemahesh300 \
• MLFLOW_TRACKING_PASSWORD=9f73334e82cb0e1dc7693e6eed2b0827c86e8db9 \
• python script.py