Python for AI #2: Master Data Exploration & Cleaning with Pandas 🐼

Learn how to effectively explore, clean, and prepare your data for machine learning models using Pandas in this comprehensive Python for AI course. Get the code and boost your AI development skills!

Python for AI #2: Master Data Exploration & Cleaning with Pandas 🐼
AssemblyAI
31.7K views • Mar 9, 2023
Python for AI #2: Master Data Exploration & Cleaning with Pandas 🐼

About this video

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: https://github.com/AssemblyAI/youtube-tutorials/blob/main/Data%20preparation%20and%20model%20training.ipynb

Get the data: https://www.kaggle.com/datasets/usdot/flight-delays

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

Python for AI Course: https://youtube.com/playlist?list=PLcWfeUsAys2lpJzESyeRUVvJlU6ycjr-b

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Video Information

Views

31.7K

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Duration

38:39

Published

Mar 9, 2023

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