Awesome Iterative Projects
A list of projects relying on Iterative tools to achieve awesomeness.
Missing something awesome? Anyone is welcome to submit projects to this list.
Tools & Libraries
dvthis: Utility functions and project templates for DVC pipelines using R.- nvim-dvc: Neovim plugin for DVC.
- COVID Genomics/Airflow-DVC: Airflow extension for DVC.
- COVID Genomics/dvc-fs: High-level abstraction for DVC file manipulation (listing & I/O) with basic support for PyFilesystem2.
- zincware/ZnTrack: Create, visualize, run & benchmark DVC pipelines in Python & Jupyter notebooks.
Tutorials
- DVC Streamlit Example: Build a custom web UI with DVC and Streamlit for visually tracking & comparing model performance during R&D (adapted from TensorFlow's transfer learning tutorial).
- DVC Pipelines and Experiments Tutorial: Build maintainable Machine Learning pipelines using DVC.
- CD4ML Example: Example DVC setup with AWS S3 remote storage & GitLab CI/CD.
- DVC with PyCaret & FastAPI: End-to-end demo of data & model tracking (DVC), remote storage (Azure), efficient experimentation (PyCaret) & model deployment (FastAPI).
Iterative
- Example-get-started: Train a
sklearnrandom forest classifier for StackOverflow question tagging. - Example-DVC-experiments: Train a Tensorflow CNN classifier for Fashion-MNIST data; used in https://dvc.org/doc/start/experiments.
- Example-versioning: Used in https://dvc.org/doc/use-cases/versioning-data-and-model-files/tutorial.
- DVC-Checkpoints-MNIST: A showcase for different ways to use the checkpoints. Train a PyTorch classifier on a CSV MNIST dataset.
Real-world Projects
- LensKit/lk-demo-experiment: Demo DVC experiment pipeline (DAG) using multiple public datasets, preprocessing & training, and Jupyter notebooks.
- ModelOriented/MAIR: Monitoring impact of AI regulations with a DVC pipeline.
- Kaggle-Titanic-DVC: Survival analysis DVC experiment.
- VQA-With-Multimodal-Transformers: Visual Question Answering task on the DAQUAR Dataset using multimodal transformer models with an experiment pipeline tracked in DVC Studio.