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Predicting PM10 air particles using recurrent neural networks (RNN, GRU, LSTM)

Jupyter Notebook 1 Updated Apr 23, 2024

Using publicly available datasets, I created a Machine Learning model to better predict PM 2.5 pollutant levels using meteorological data (temperature, wind speed, relative humidity) and day and ti…

Jupyter Notebook 3 1 Updated Oct 28, 2020

In this study, we propose an end-to-end deep learning model-RCL-Learning that integrates ResNet and ConvLSTM.

Python 12 Updated Jun 25, 2022

Forecasting air pollution using temporal attention mechanism in Beijing

Python 45 19 Updated Apr 1, 2020

This repository contains the notebooks used in my project "Air quality analysis and forecasting"

Jupyter Notebook 11 8 Updated Dec 4, 2020

Data Analysis for the Real-time Air Quality Index of different monitoring stations across India is obtained by the API provided by the Ministry of Environment & Forests, India and Central Pollution…

Jupyter Notebook 1 Updated Jun 4, 2020

Build an accurate fine-scale air quality prediction model

Scala 8 5 Updated Sep 7, 2018

This project aims to analyze and predict the air quality index of various cities and states in India using machine learning. The dataset used in this project contains historical data of air quality…

Jupyter Notebook 4 1 Updated Mar 31, 2023

a platform which provides users with the predicted Air Quality Index levels of air pollution for 39 cities of India with daily, monthly and yearly trends. It also provides some of the statistics o…

JavaScript 1 Updated Aug 29, 2023

Environment Data Model

Python 12 15 Updated Jul 7, 2024

This problem statement focused on building machine learning models that would assist create city-level air pollution susceptibility maps with a 5-meter spatial resolution for milan city in Italy. T…

Jupyter Notebook 1 Updated Dec 4, 2023

Time series analysis to predict AQI in Delhi, dataset collated from Indian Meteorological department of India.

Jupyter Notebook 5 4 Updated Oct 2, 2019