Data Science Best Practices & General Advice
Goodbye, Data Science by W.D. - on the many issues currently plaguing data science work
Why Business Data Science Irritates Me by shakoist - a follow-up and similarly themed blog post to the above
The Turing Way handbook by The Turing Way Community - comprehensive guides on producing reproducible research, project design, communication, collaboration, and ethical research
coding
Best Practices when Writing Code by Daniel M. Sullivan
The Good Research Code Handbook by Patrick Mineault
Google Style Guides by Google - including style guides on Python and R
Machine learning
Jason's Machine Learning 101 Presentation by Jason Mayes
Demystifying ML PhD Admissions to US Universities by Trustworthy ML Initiative
On Moving from Statistics to Machine Learning, the Final Stage of Grief by W.D.
Data Engineering
Open-Source Data Engineering Projects by Simon Späti
Recruiting/interviewing
The Data Science Interview Book by Dip Ranjan Chatterjee
The data science resume that got me my FAANG (MANGA?) job (entry level data scientist) by Tina Huang
Data Science Resume Checklist by Data Interview Pro
Other
Data and Technology Tweets I’ve Liked by Craig Hamilton - searchable database of resources gathered from twitter covering python, R, SQL, and more
The Data Team Handbook by GitLab - compilation of resources on how GitLab functions, how they work with data, how data teams are constructed, etc.