Predict Air Quality with Machine Learning: A Coding Tutorial

This video shows you how to create a Long-Short Term Memory (LSTM) model to predict future air quality index (AQI) using machine learning and libraries on Google Colab. Written instructions and example code are available on the Science Buddies website: https://www.sciencebuddies.org/science-fair-projects/project-ideas/ArtificialIntelligence_p022/artificial-intelligence/air-quality?ytid=6unFkUjR964&ytsrc=description Why do we split data into train, validation, and test?: https://youtu.be/dSCFk168vmo?si=a1RhGmNCbkn41Vro 0:00 Introduction 0:14 Causes of poor air quality 0:30 Types of pollutants 1:01 Air Quality Index (AQI) 1:21 What to do during high AQI days 1:46 We can predict AQI with machine learning 2:21 How to set up the project environment 3:18 How to collect data 8:03 Quick Google Colab Tutorial 8:23 Importing Libraries 8:33 Loading the Data into a Pandas DataFrame 8:45 Preprocessing 10:22 Split to Train, Validation, and Test 10:44 Training the Model 11:05 Evaluating the Model 12:48 Outro Images used in this video: https://commons.wikimedia.org/wiki/File:Air_pollution3.jpg https://commons.wikimedia.org/wiki/File:Alfred_Palmer_Smokestacks.jpg https://commons.wikimedia.org/File:Air_pollution_in_Karaj_02.jpg https://commons.wikimedia.org/wiki/File:%22When_the_smoke_came%22,_air_pollution_in_Shanghai.jpg https://commons.wikimedia.org/wiki/File:An_Asthma_patient_taking_medication_using_an_inhaler.png https://commons.wikimedia.org/wiki/File:2_SVH_Lung_Health_Interstitial_Lung_Disease_final_1080.jpg https://commons.wikimedia.org/wiki/File:BLACK_LUNG_X-RAYS_FROM_PATIENTS_OF_DR._A.H._RUSSAKOFF_PULMONARY_DISEASE_SPECIALIST_AND_PIONEER_AIR_POLLUTION_FIGHTER..._-_NARA_-_545475.jpg https://commons.wikimedia.org/wiki/File:Depiction_of_a_person_with_a_lung_or_loiwer_respiratory_tract_infection.png https://commons.wikimedia.org/wiki/File:Treating_Kids_with_Asthma_(5)_(7163885241).jpg https://commons.wikimedia.org/wiki/File:Melany_Mora_en_una_cama_de_hospital.jpg https://www.stockvault.net/phot/256180/asthma-medication https://www.epa.gov/pm-pollution/particulate-matter-pm-basics https://commons.wikimedia.org/wiki/File:202008_lung.svg https://commons.wikimedia.org/wiki/File:Respiratory_Tract.jpg https://commons.wikimedia/wiki/File:Blausen_0620_Lungs_NormalvsInflamedAirway.png https://www.epa.gov/wildfire-smoke-course/wildfire-smoke-and-your-patients-health-air-quality-index https://www.freemalaysiatoday.com/category/world/2023/06/08/canada-wildfires-shroud-new-york-in-apocalyptic-haze/ https://commons.wikimedia.org/wiki/File:LSTM_cell.svg Science Buddies also hosts a library of instructions for over 1,500 other hands-on science projects, lesson plans, and fun activities for K-12 parents, students, and teachers! Visit us at https://www.sciencebuddies.org/?ytid=6unFkUjR964&ytsrc=description to learn more. #STEM #sciencebuddies ******************************* Connect with Science Buddies: X: https://x.com/ScienceBuddies FACEBOOK: https://www.facebook.com/ScienceBuddies INSTAGRAM: https://www.instagram.com/scibuddy PINTEREST: https://www.pinterest.com/sciencebuddies