fankyenbrababies / efficient-python-for-data-scientists

Efficient Python for Data Scientists

Learn how to write efficient python code as a data scientist

1. How To Write Python Clean Code [Article]
2. Write Efficient Python Code: Defining & Measuring Code Efficiency [Article | Code]
3. Write Efficient Python Code: Optimizing Your Code [Article | Code]
4. How To Eliminate Loops From Your Python Code [Article | Code]

Efficient Pandas

5. Best Practices To Use Pandas Efficiently As A Data Scientist [Article | Notebook]
6. Stop Looping Through Pandas DataFrames & Do This Instead [Article | Notebook ]
7. Selecting & Replacing Values In Pandas DataFrame Effectively [Article | Notebook ]
8. How To Use .groupby() Effectively For Data Transformation As A Data Scientist [Article | Notebook]