End-to-End Machine Learning Project – AI, MLOps
freeCodeCamp.org
Ayush Singh takes one machine learning project from data exploration to deployment. The course covers feature engineering, testing and validating a model, and organizing the code with design patterns. The MLOps part uses ZenML and MLflow to track experiments and deploy the model.
What you'll learn
- Exploratory data analysis
- Feature engineering
- Testing and validating a model
- Writing maintainable ML code with design patterns
- Experiment tracking and deployment with ZenML and MLflow