This repository contains all materials, code, and projects for my MLOps course.
notebooks/: Jupyter notebooks for exploratory data analysis and model prototypingdata/: Datasets used in the course (may be gitignored if files are large)models/: Saved models and model artifacts
This project uses Python 3.12 with the following key dependencies:
- MLflow 2.15.1
- scikit-learn 1.5.1
- pandas 2.2.2
- numpy 1.26.4
To set up the environment:
- Clone this repository
- Create a conda environment:
conda create --name mlops python=3.12 - Activate the environment:
conda activate mlops - Install dependencies:
pip install -r requirements.txt
[This section will be updated as projects are completed]