Using Machine Learning to provide data based recommendations for students to choose technical elective subjects.
MLops - done by Zenml
#download pip install "zenml[server]"
#file structure
- /data - add dataset
- /model - create models that you are using
- /steps - steps of the development - applying models to data
- /pipeline - to store pipeline files
- /temp - to store temporary files - codes before structuring
in model and steps - each step of the process should be in a different python file. Use new file to import and preprocess data, model training and testing.
Create subfolders for each different model (MLP, Regression, etc.)
- Exmaple project file structure - https://github.com/ayush714/mlops-projects-course/tree/main
- MLOPS youtube tutorial - https://www.youtube.com/watch?v=-dJPoLm_gtE&t=2009s