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◦ University of Waterloo · B.Eng. Software Engineering

Hello, I'm Akishai.

Engineer and builder on a mission to push the boundaries of what's possible through technology

  • SWE intern @ Quantified Health building telemedicine platforms and tooling

  • Prev SWE @ North P&D, Nvestiv and Research @ U of T Shoichet Lab

  • Building SignalM, a market regime forecasting platform using PCA, HMM, and ML models

  • Researching LLM applications in quantitative finance, algorithmic trading, and risk modeling

Akishai Sabaratnasarma

Software Engineer

◦ About

A little about me.

I'm a Software Engineering student at the University of Waterloo, dedicated to pushing the boundaries of what's possible through technology. I'm drawn to the overlap between engineering and finance which has led me to build at the intersection of machine learning, full-stack systems, and quantitative trading — and I'm currently exploring LLM as an integration into quant finance.

At my core, I'm a builder who loves to explore the world through tech and ship products that solve complex problems. Most recently I built SignalM a market regime detection and prediction platform using PCA, HMM, and ML models. In the future, I aspire to continuing to work at the intersection of trading and tech all the while disrupting the space by founding my own company

◦ Featured

In flight.

01 / Featured Build

SignalM

Market regime detection and prediction platform using PCA, HMM, and ML to classify market conditions (Calm, Crisis, Elevated Stress, Transition) across major indices, with custom horizon forecasting and interactive visualizations.

  • Hidden Markov Models
  • PCA
  • Machine Learning
Open project
SignalM

◦ Contact

Let's connect.

Got an idea, opportunity, or just want to say hi? Drop a message — or email akishais18@gmail.com .