# Data science, Jupyter, Pandas
Version data for reproducibility. Package data for reuse and collaboration. Write less data cleaning code. The `pandas.DataFrame` is Quilt's native type for columnar data.

## Articles
  * [Data packages for fast, reproducible Python analysis](https://blog.quiltdata.com/data-packages-for-fast-reproducible-python-analysis-c74b78015c7f)

# Machine learning
Version and reproduce training sets and models.

## Articles
* [Identifying Buildings in Satellite Images with Machine Learning and Quilt](https://medium.com/@xander80/identifying-buildings-in-satellite-images-with-machine-learning-and-quilt-5a5579670885)

# Data engineering, QA
Use Quilt as turnkey data engineering infrastructure. Snapshot test cases.

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# Tutorials
## General
* [Data packages for fast, reproducible Python analysis](https://blog.quiltdata.com/data-packages-for-fast-reproducible-python-analysis-c74b78015c7f)

## Machine learning
* [Reproducible machine learning with Jupyter and Quilt](https://blog.dominodatalab.com/reproducible-machine-learning-with-jupyter-and-quilt/)
* [Identifying Buildings in Satellite Images with Machine Learning and Quilt](https://medium.com/@xander80/identifying-buildings-in-satellite-images-with-machine-learning-and-quilt-5a5579670885)

Simplify and update links
Simplify and update links [ci skip]