Resources¶
Pages¶
- Python Cheatsheet — most-used pandas functions
- SQL Cheatsheet — most-used functions and clauses
- Books — DAMA-DMBOK, Tukey, McKinney, Wickham
- Tutorials — Coursera, Kaggle, Made with ML, StatQuest
- Datasets — open data sources for practice
- Practice Guide — portfolio checklist, case study, interview prep
Courses & certifications¶
- Google Data Analytics Certificate
- Google Skills paths
- Kaggle Learn — short, hands-on
- Made with ML — ML learning platform
- DataCamp — paid; structured tracks
- fast.ai — practical deep learning
Communities¶
- Towards Data Science — Medium publication
- r/dataisbeautiful
- r/datascience
- Stack Overflow — pandas, sql, etc.
- Kaggle Discussions
- Locally Optimistic — analytics engineering blog
Newsletters¶
- Data Elixir — weekly DA news
- Benn Stancil's newsletter
- The Data Pub
- Data Engineering Weekly