Data Science

Notes

• If you can solve a problem with a simple heuristic, do that. Sometimes you don't need machine learning.

• Data is not always useful and it doesn't matter how much of it you have.

  There’s no mathematical tool to tell you if your hypothesis is true; you can only see whether it is consistent with the data, and if the data is sparse or unclear, your conclusions are uncertain.

Links

• Some advice for young and aspiring Data Scientists

• A Beginner’s Guide to Data Engineering — Part I

• The Rise of the Data Engineer

• Cookiecutter Data Science - Logical, reasonably standardized, but flexible project structure for doing and sharing data science work.

• Best way to organize research code? (2018)

• Data Science Cheat Sheet

• Our world in data

• Free data science books

• Pachyderm - Reproducible Data Science at Scale.

• Data Science Cheat Sheets

• Data Science in Visual Studio Code using Neuron, a new VS Code extension (2018)

• Reflow - Language and runtime for distributed, incremental data processing in the cloud.