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: 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 Get your Free Token for AssemblyAI👇 https://www.assemblyai.com/?utm_source=youtube&utm_medium=referral&utm_campaign=yt_mis_35 ▬▬▬▬▬▬▬▬▬▬▬▬ CONNECT ▬▬▬▬▬▬▬▬▬▬▬▬ 🖥️ Website: https://www.assemblyai.com 🐦 Twitter: https://twitter.com/AssemblyAI 🦾 Discord: https://discord.gg/Cd8MyVJAXd ▶️ Subscribe: https://www.youtube.com/c/AssemblyAI?sub_confirmation=1 🔥 We're hiring! Check our open roles: https://www.assemblyai.com/careers ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #MachineLearning #DeepLearning