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Deepak Karkala
Deepak Karkala

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Jan 3, 2021

Predictive Price Modelling for Airbnb listings

The project aims at predicting the price of an Airbnb listing given a number of features. The project involved exploratory data analysis, data pre-processing, feature selection, Model Fitting, Model Comparison and deploying the containerised Web-app on AWS using CI/CD Pipeline. — Project Resources The AWS Web-app for this project View Project-Report Airbnb Dataset used in the project Run this code on Google Colab

Predictive Modeling

11 min read

Predictive Price Modelling for Airbnb listings
Predictive Price Modelling for Airbnb listings
Predictive Modeling

11 min read


Dec 31, 2020

Alternate Search Rankings for Airbnb

The project aimed at coming up with alternate search rankings based on Listing Vibe, Aesthetic Quality of listings photos and using A/B testing for comparing different search rankings. — What are the goals of the project ? Alternate Searches: Come up with novel alternate ways of searching Airbnb listings with an aim of making it easier for users to find listings of their most appropriate choice. Listings Vibe: Determine vibe of listing based on Topic Modeling on listing description.

A B Testing

14 min read

Alternate Search Rankings for Airbnb
Alternate Search Rankings for Airbnb
A B Testing

14 min read

Deepak Karkala

Deepak Karkala

Machine Learning, Data Science, Data Visualisation

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