Iterative

• Kaggle-Titanic-DVC
• LensKit/lk-demo-experiment - guide/glossary#pipeline-DAG) using multiple public datasets, preprocessing & training, and Jupyter notebooks.
• ModelOriented/MAIR
• VQA-With-Multimodal-Transformers - daquar-dataset) using multimodal [transformer models](https://huggingface.co/docs/transformers/index) with an experiment pipeline tracked in DVC Studio.
• pinellolab/pyrovelocity - Velocity` is a Bayesian, generative, and multivariate RNA velocity model to estimate _uncertainty_ in predictions of future cell states from minimal models approximating transcript splicing dynamics.

Iterative

• On the Co-evolution of ML Pipelines and Source Code - Empirical Study of DVC Projects
• DVC in Open Source ML-development: The Action and the Reaction - Software Engineering for AI (CAIN '24). Lisbon, Portugal.

• CD4ML Example
• DVC with PyCaret & FastAPI - to-end demo of data & model tracking (DVC), remote storage (Azure), efficient experimentation (PyCaret) & model deployment (FastAPI).
• DVC Streamlit Example
• DVC Pipelines and Experiments Tutorial

Iterative

• Example-get-started
• Example-DVC-experiments - MNIST data; used in https://dvc.org/doc/start/experiments.
• Example-versioning - cases/versioning-data-and-model-files/tutorial.
• DVC-Checkpoints-MNIST
• Scalable and Distributed ML Workflows with DVC + Ray on AWS - to toolkit for creating automated, scalable, and distributed ML pipelines.