This is a mini-course on pandas, designed as part of the AI education program for TU Delft.
Almost all python data scientists work with pandas
. But very few rewrite good pandas code. I designed this mini-course to guide students to write proper and elegant pandas code from the beginning. Shout out to @xoolive for great inspiration from his book Programmation Python avancée.
You can watch the entire series on YouTube directly
title | Link |
---|---|
Overview | https://youtu.be/QcPKHZS4Buw |
Input and output | https://youtu.be/fGYBKnUyY_A |
Core functions | https://youtu.be/sqx_QkUdqP8 |
View data | https://youtu.be/67H8Zc7QKXM |
Select data | https://youtu.be/dfo5mLsaTi4 |
Apply function | https://youtu.be/CZLaESy4OvQ |
Create columns | https://youtu.be/MKsJTvzSpsU |
Simple statistics | https://youtu.be/xXWHuu03qOU |
Combining dataframes | https://youtu.be/Zp5YhJ7N0J8 |
Group operations | https://youtu.be/JbwxlCVRZLQ |
🌟 Best practices 🌟 | https://youtu.be/J52-fCC_CPk |