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Feature engineering and modelling to predict the high booking rate of an Airbnb listing.

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abhishekmanglaa/airbnb-booking-rate-prediction

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Airbnb Booking Rate Prdiction

This project requires the following

library(stringr)
library(tidyr)
library(mice)
library(dplyr)
library(randomForest)
library(readr)
library(dplyr)
library(binr)
library(OneR)
library(RTextTools)
library(maxent) 
library(SnowballC)
library(ggplot2)
library(readr)
library(bs4Dash)
library(Imap)
library(widgetframe)
library(wordcloud)
library(xgboost)

Data

The dataset can be found as a Kaggle repository.

Models

  1. Logistic Regression
  2. Decision Trees
  3. L1 & L2 regularization