Source code

This directory contains source code examples for various MLOps topics and frameworks.

What is it?

1. dvc: illustration of a workflow using git + DVC for data versioning and defining a pipeline.

2. r-yaml-parse: illustration of how to read YAML files in R.

DVC

DVC (Data Version Control) is a tool for managing machine learning projects, enabling version control for data and models. It integrates with Git to track changes in data files, models, and experiments.

What is it?

1. data-pipelines: illustration of how to set up data pipeline with DVC.

2. experiment-management-python: illustration of how to use DVC for managing experiments in Python projects.

3. experiment-management-r: illustration of how to use DVC for managing experiments in R projects.

4. experiment-management: more sophisticated illustration of how to use DVC for managing experiments in simulation or machine learning projects.

5. pipeline-experiment: illustration of how to use DVC for managing experiments in simulation or machine learning projects with pipelines.