Last Updated: 10/12/2022
Articles/Papers 📎
- Fairness Definitions Explained by Sahil Verma and Julia Rubin
- Tidy Data by Hadley Wickhan
Python 🐍
- Python Tutor: Visualize your code under the hood
- UCSD DSC 10 (Principles of Data Science) Textbook: An interactive textbook teaching the fundamentals of pandas, NumPy, Matplotlib, etc.
- Pandas Tutor: Visualize how your data frame transforms under the hood
R 📊
- UCSD COGS 137 (Practical Data Science in R): Great crash-course in learning the basics of R (see Weeks 1-3)
- from Data to Viz: Guide to choose the appropiate graph for your data (ggplot)
- Tidy Data Tutor: Visualize how your data frame transforms under the hood
SQL 💻
- SQL Queries for Mere Mortals (4th Edition): Beginner friendly and an in-depth view of all things SQL
Interview Prep 💼
- StrataScratch: Real data science interview practice questions (Python/R/SQL)
- DataLemur: Real-world SQL practice questions
Tips 💡
- Breathe and go at your own pace
- Create a tracker spreadsheet (see my DataLemur example below) and include reflections
