Python for AI #2: Exploring and Cleaning Data with Pandas

Python for AI Development Course #2: In this lesson, we learn how to explore, clean and prepare data for machine learning model training.

Get the code here:

Get the data:

00:00 – Intro
01:22 – Types of data
02:00 – Data documentation
03:34 – Settings up the notebook
06:23 – First look at the data
09:41 – Missing values
20:24 – Outliers
24:46 – Issues with categorical values
30:26 – Preparing the target feature
35:06 – Final prep for model training

Websites:
Python:
Miniconda:
VS Code:

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