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aqi-prediction's Introduction

AQI-Prediction

by Shivam Chauhan

Installation

These notebooks runs on anaconda environment and the requirements of this environment can be installed using the file “requiremnt.txt”

Introduction

This project was a part of final submission of my Predictive Analytics course at Northeastern University in Spring 2020. In this project I have applied various Machine Learning Regressor model to predict the Air Quality Index of a city. I have extended this project in 2021 to extract live data and predict AQI of a city. Using Apache Airflow DAG we will schedule our application to extract data daily, perform required transformation and load it to the database. Then these models can be applied or re-trained to predict AQI.

Files in this repository

  • create_db.py: Created a database and table to store daily weather data
  • open-weather_ETL.ipynb: Extrating weather data data using Rapid API and prepare it to store in the database.
  • All_models.py: Includes Loading the data, Training the data for different Machine Learning models like Decision Tree, Random Forest, XgBoost, KNN, and ANN.

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