Best Practices & General Advice
Why Business Data Science Irritates Me
by shakoist
Continuation of W.D.'s critique, discussing comparable concerns in industry data science.
The Turing Way Handbook
by The Turing Way Community
Comprehensive resources covering reproducible research, project design, communication, collaboration, and ethical research practices.
Coding
Google Style Guides
by Google
Style conventions for multiple programming languages including Python and R.
Machine Learning
Jason's Machine Learning 101 Presentation
by Jason Mayes
Foundational machine learning overview presentation.
Demystifying ML PhD Admissions to US Universities
by Trustworthy ML Initiative
Insights into graduate program admission processes for machine learning.
On Moving from Statistics to Machine Learning, the Final Stage of Grief
by W.D.
Discussion of transitions between statistical and machine learning methodologies.
Data Engineering
Open-Source Data Engineering Projects
by Simon Späti
Curated collection of accessible data engineering initiatives.
Recruiting / Interviewing
The Data Science Interview Book
by Dip Ranjan Chatterjee
Comprehensive interview preparation resource.
The data science resume that got me my FAANG job (entry level data scientist)
by Tina Huang
Resume strategies for entry-level positions at major tech firms.
How to Get Data Science Interviews: Finding Jobs, Reaching Gatekeepers, and Getting Referrals
by Emma Ding
Tactical guidance on job search, networking, and securing interview opportunities.
Other
Data and Technology Tweets I've Liked
by Craig Hamilton
Searchable database of technology and data resources aggregated from social media.
The Data Team Handbook
by GitLab
Documentation on data team structures, workflows, and organizational practices at GitLab.