Predict Air Quality with Machine Learning: A Coding Tutorial

Predict Air Quality with Machine Learning: A Coding Tutorial

Assessment

Interactive Video

Computers

9th - 12th Grade

Hard

Created by

Quizizz Content

FREE Resource

The video tutorial covers the impact of industrial activities on air quality, highlighting pollutants like ozone and carbon monoxide. It explains how poor air quality affects health and introduces the Air Quality Index (AQI). The tutorial then shifts to predicting AQI using machine learning, specifically LSTM models. It provides a step-by-step guide on downloading data from the EPA, preparing it in Google Sheets, and using Python in Google Colab to train and evaluate models for AQI prediction.

Read more

4 questions

Show all answers

1.

OPEN ENDED QUESTION

3 mins • 1 pt

What steps are involved in gathering air quality data for prediction?

Evaluate responses using AI:

OFF

2.

OPEN ENDED QUESTION

3 mins • 1 pt

How do you preprocess the data for the LSTM model?

Evaluate responses using AI:

OFF

3.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the importance of splitting the dataset into training, validation, and test sets?

Evaluate responses using AI:

OFF

4.

OPEN ENDED QUESTION

3 mins • 1 pt

What metrics should be recorded when training a model to predict AQI?

Evaluate responses using AI:

OFF