COVID -19 Emerged as a Biggest Disaster of 2020 Influencing Millions of Lives either By Economy or Health. This Colab Provide some Inside of how it all started and Where are we now.
- Implemented SEIR Epidemic Model
- Implemented SEIRD Epidemic Model
- Implemented Prophet Model on Timeseries Data.
- Implemented Auto Regression Model.
- Implemented Simple Exponential Model.
- Implemented Holt's Exponential Model.
- Implemented Prediction by Exponential Smoothing.
- Implemented SARIMAX Model.
- Implemented Theta Model.
You can also:
- Visualize the Distribution by Bar plot or Line Plot of States of India On Given Day.
- Visualize top Countries with Covid on Any Day.
- Much More.......
This Colab uses a number of open source Libraries and Dataset to work properly:
- Matplotlib - To Visualize the Plot
- Seaborn - To Build indepth Graphs
- Plotly - To Build Interactive Graphs
- Pandas - To Manage the Datasets
- Numpy - More Basic Operations
- FBProphet - To Model the Prophet on Time Series Dataset
- Scipy - Optimize the Epidemic Models
Want to contribute? Great!
- Implement SEIRHD Epidemic Model
- Implement Plotly Graphs in Colab (Done)
- Better Build the Forms in Colab (Done)
- Build Video from Dataset
- Implement More Sklearn Models (Tried, Not Working)
- Implement LSTM Models over Data
MIT
Free Software, Hell Yeah!