bryanpaget / community-of-practice

Notes and Resources for a Data Science Community of Practice

Data Science Community of Practice

The following are resources I have found which may be useful to someone wanting to establish and maintain a community of practice within the

Government of Canada Resources

https://www.tbs-sct.gc.ca/pol/doc-eng.aspx?id=32592

https://govfresh.com/2018/12/canada-adopts-open-source-mandate-for-government-software

General Reading

• Data Science and the Art of Persuasion

Compliance & Enforcement

• Creating Better Data Science in Compliance – Blending in the Right Team Skills

• Improving Compliance with Data Science

• https://training.jonobacon.com/courses/take/getting-your-dream-community-job/lessons/11935037-welcome

Statistics Canada Resources

• Data Science Centre

• Data Science Network for the Federal Public Service

Resources and References

The Turing Way

https://the-turing-way.netlify.app/welcome.html

Open Source Software References

• The Journal of Open Source Software

Handbook

https://the-turing-way.netlify.app/community-handbook/community-handbook.html

Tutorials

spaCy

https://course.spacy.io/en/

Prodigy

https://explosion.ai/blog/prodigy-annotation-tool-active-learning

Machine Teaching

https://www.intheblack.com/articles/2019/10/01/machine-teaching-is-the-next-generation-of-machine-learning

OCR

https://github.com/tesseract-ocr/tesseract

Fast.ai Course

Welcome to Practical Deep Learning for Coders. This web site covers the book and the 2020 version of the course, which are designed to work closely together. If you haven't yet got the book, you can buy it here. It's also freely available as interactive Jupyter Notebooks; read on to learn how to access them..

https://course.fast.ai/

NLP

Publications

• Heros of NLP

Fairseq

• Homepage
• Documentation

Hugging Face

• Homepage
  • Homepage

Ethics of AI

https://ethics-of-ai.mooc.fi/