Robust knowledge distillation training pipeline that improves lightweight vision model predictive performance.
Projects
⚒️ Things that I worked on in my free time.
2023
Deploying machine learning models as a service using RESTful API powered by BentoML.
First ever kaggle competition. Submitted solutions ranked in the top 36% and 9% for the leaderboard track and efficiency track, respectively, out of more than 2.5k participants globally.
2022
Customer segmentation prediction competiton. Finished 1st place among the whole cohort.
Optimizing BERT model predictive performance through transfer learning, data augmentation and knowledge distillation.
2021
A statistical analysis on a large retail transactions dataset to uncover associations between products that are purchased together.
Data Science Consulting
Consulted a Malaysia-based SME to identify key findings and make recommendations for better targeting of sales efforts and optimising monthly purchases through advanced data analytics.