18/10/2024
Job opportunity from an alumnus of CS4248 Natural Language Processing:
DataFox Project Opportunity
Description
This is a part-time project opportunity for students to gain experience in Data Science and Machine
Learning. DataFox is an ongoing project by Synergy Marketing Technology Limited based in Hong
Kong. We are a data-driven marketing agency helping real estate agencies generate high-quality
leads. DataFox is a new project initiative that aims to develop a residential real estate metasearch
engine as a service for consumers to evaluate the best valuation and real estate agents to gain
reliable comparable and increase transparency.
The project has 2 components, 1) Creating a listing matching algorithm between multiple listing
services and 2) Build an internal Automated Valuation Model on listings.
The selected candidate will also be sponsored access to a Master’s Level course in “Applying Data
Science and Machine Learning to Real Estate” to assist with training for this project.
https://propertyquants.com/training/
Responsibilities
• Data cleaning and preparation of scraped listings in database
• Address listing matching algorithm
• Build an accurate Automated Valuation Model
• Communicate and present progress and difficulties with Team Lead and Data Science
Consultant
Requirements
• Currently doing a Bachelor’s in Computer Science, Business Analytics preferably Y2 or Y3.
• Strong practical Machine Learning with understanding of Linear Regression, Decision Tree
Methods such as RandomForest, AdaBoost, XGBoost.
• Proficient in Python with competency in packages such as Numpy, Pandas, Scikit-Learn,
StatsModels.
• Proven internship experience or projects in Machine Learning.
• Willingness and ability to quickly learn new concepts. (Will be required to study given
materials independently)
Bonus
• Having completed following coursework: Calculus, Linear Algebra, Regression Analysis,
Machine Learning.
• Knowledge of Web Scraping, Time Series Forecasting, Geospatial Analysis.
• Knowledge of Real Estate market.
Rate: SGD 35 per hour
Estimated Commitment / Workload: 6-8hr per week. 1hr per week for weekly meeting.
Interested candidates, please send your CV (1 page), Cover Letter (50 words, short description of
your interest and experience) and Unofficial Transcript. (There is no GPA cutoff, this is to see your
coursework and how you did in selected and relevant courses) to [email protected]. Please title
the email, ‘DataFox Application’.
Shortlisted candidates will have to complete 1 interview that will involve technical questions and
assess candidate fit with the project.
PropertyQuants is bringing quantitative investment strategies to real estate. We harness data at scale, to find the best investments globally.