Personal Telegram Bot
A personal assistant living in Telegram. Modular architecture with feature autoloading, a flow state machine, and a deterministic test harness.
Pure Mathematics, Data & Machine Learning — New York
Mathematics and Data Science & Analytics Double Major and a minor in Philosophy in the National University of Singapore (NUS)
01 — Experience
Sustainable DTC sock brand in New York. Building the internal tooling layer: automated waitlist milestone tracking, retention marketing dashboards and a competitor intelligence tool amongst others.
Mathematical research into the security assumptions behind next-generation cryptographic standards. Combined pure mathematics and experimental work to rigorously prove cryptographic standards.
SQL dashboards tracking first-mile delivery KPIs across five Southeast Asian markets, surfacing the operational gaps that cut average delivery time.
Analysed 10M+ row customer datasets in PySpark and Databricks to isolate churn risk segments, feeding a retention campaign aimed at 50,000+ subscribers. Built and validated a predictive model end to end.
02 — Projects
A personal assistant living in Telegram. Modular architecture with feature autoloading, a flow state machine, and a deterministic test harness.
Co-founded a fitness tech startup building wearable biomechanics tracking. Led a four-person team from ideation to a shipped MVP.
Mean-reversion strategy on the MA–V pair via Engle–Granger, with dynamic z-score entry and exit. Walk-forward tested on 2016–2025 out-of-sample data.
TF-IDF pipeline over review text. Compared vectorisation and model choices across themes; pushed accuracy past 80%.
03 — Coursework
Year 1 · Semester 1
Year 1 · Semester 2
Year 2 · Semester 1
Year 2 · Semester 2
Year 3 · Semester 1Exchange — National Tsing Hua University, Taiwan
Year 3 · Semester 2
Year 4NUS Overseas College — New York
04 — Contact
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