A Statistical Model to predict the optimal Airbnb Listing price in NYC given listing information (e.g. bedrooms, type of bed, location, ratings) and taking into account seasonality data. Deployed at https://airbnb-pricing-prediction.herokuapp.com/.
- Inside Airbnb Data 2015 Listing Data
- [Seasonality (Calendar) Data](http://data.beta.nyc/dataset/insideairbnbdata/resource/ce0cbf4683f9414 a8a1d7fd5321d83ca)
- [Text Analysis](http://data.beta.nyc/dataset/insideairbnbdata/resource/8115833e8a0e4af68aed 4d96a0ae0b73)
- Scikit learn
- Pandas
- Numpy
- Jupyter Notebook
- Matplotlib
- Seaborn
- Scipy
- Regression Models
- Linear Regression
- Ridge Regression
- Lasso Regression
- OMP (Orthogonal Matching Pursuit)
- Elastic Net
- Bayes Ridge Regression
- Random Forest Regressor