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Content-based Stock Recommender

This was a school project developed for a text analytics class. The idea of the project was to recommend other stocks based on the text description from a selected stock. I developed this application using Python with the Kivy framework. There were 4 operations allowed in this application, which were to web scrape the stock …

Restaurant Hygiene Prediction

This was a school project developed after studying the yelp dataset. Throughout the semester there were different assignments to explore the dataset and gain more practical and analytical skills such as creating visuals like this. In the end, I decided to create a crowdsourced restaurant review site prototype with the dataset and made it a …

Student Award Obtain Prediction

This prototype was developed after my workplace supervisor knew that I was pursuing a master’s degree related to data science and assigned me to explore the possibility to classify student data in a meaningful way with machine learning. The prototype was later evolved to predict if a student could successfully obtain an award in due …

Presentation Evaluation System

I have developed this application using C# and Unity with computer vision techniques to capture a presenter’s head orientation, emotion, and voice levels. The application draws the visual indicator and graphs in real-time and supports saving and loading. The vision of the project would be using these data to eventually train a machine learning model …

Face Mask

This was a personal project developed for studying the course Computer Vision for Faces. I was interested in computer vision and decided to pick up some knowledge of it. The project was required to pass the course and obtain the digital certificate. The application purpose was to obtain a person’s face and apply it to …