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

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