:octocat: Detection and Prediction of Air quality Index :octocat:
⚡️Models for Prediction:
Random Forest
- Random forests or random decision forests are an ensemble learning method for classification, regression.XGBoost
- XGBoost is an open-source software library which provides a gradient boosting.Deep Learning
- Multilayer Perceptron, Deep learning is part of a broader family of machine learning methods based on artificial neural networks with representation learning.CatBoost
- CatBoost is an open-source gradient boosting on decision trees library with categorical features support out of the box.🌈Models For Forecasting:
LSTM
- A Deep Learning method to find Future values of AQI upto 7 daysProphet
- a package developed by facebook🔥Features:
📦 Used Packages
🚀 Interface Using shiny: Shiny is an R package that makes it easy to build interactive web apps straight from R.it is used for showing the insight of the data and prediction.
Vishnu Unnikrishnan 💻 🎨 |
Sruthy K S 💻 🎨 |
Teslin Rose 💻 🎨 |
Vini 💻 🎨 |