This page collects all the projects I worked on during my MSc Data Science at the Asian Institute of Management, Makati, Philippines.

I graduated in 2021 and subsequently worked as a data scientist. Following are the projects I worked on during my program.

Project Highlights

   
Predicting Remaining Useful Life of Aeroplane Engine
The project aims to predict a machine breakdown before it happens. The accuracy is measured by how close the LSTM prediction is to the true breakdown. Machine Health is monitored with the help of multiple sensors and a potential failure curve is fit. The project uses the Turbofan Engine Degradation Simulation Data Set.
Masked Face Recognition
The project successfully differentiates my teammates and I, with and without masks. We used a total of 100 images and built on existing face recognition models such as MTCNN and Facenet for the classification. The project may be used for security measures in organizations.
Loan Customer Segmentation and Price Optimization
The project finds the optimum rates for multiple customer segments of a E-Car Loan company. I used non-linear programming to find the efficient frontier for each segment based on the risk of default, competitor rates, duration of loan, etc. to maximize the overall profit, resulting in a 100% increase.

Some of the other projects I have worked on are:

  1. Geospatial analysis - Metro Manila Road Networks and their proximity to Emergency services
  2. Network Analysis - Philippine Senators Collaboration Network
  3. Time Series Analysis - M5 Time Series Prediction
  4. Natural Language Processing - Homophily Analysis of Tweets in the US 2020 Elections.
  5. Image Processing - American Sign Language (alphabets only) Live recognition using CNN.
  6. Stock Prediction - Bitcoin Behaviour Prediction using GDELT news articles w/ Dask & S3
  7. Stock Prediction - European Stock Behavior Prediction w/ pyspark & AWS EMR.
  8. Data Visualization - Air Quality Visualization in China (Pre-During the Pandemic) w/ Dask, AWS EC2, & S3.
  9. Recommender System - Recommender System for LastFM music.
  10. Simple ML - Indicators of Fake Job Posts.
  11. Information Retrieval - A modified search engine for bills in the Philippines Congress Website.

Note: Due to the size of the jupyter notebooks, you may be required to download them to view.

  1. I also made several blog posts for begineer level computer vision and image processing techniques for data science in Medium