Vol. 1 · Toronto Edition · January 18, 2026 · Engineering Science, University of Toronto
New Building in public: Probabull AI - An open-source belief & risk engine for educational stock trading
Yash Nishit Kapadia

Hello, I'm Yash.

Full-stack ML builder shipping production systems from Toronto.

The Profile

Building Systems That Ship

Full-stack ML builder shipping production systems that pair Next.js frontends with Django/DRF services, PostgreSQL/Redis backends, and evaluated ML tied to business KPIs like pricing, demand, and savings. Strong foundations in ML theory (ECE421) and Computer Organization & Architecture (ECE352), informing hardware-aware, performant system design. Currently exploring the intersection of autonomous agents and practical software engineering.

By The Numbers

Production Systems 3+
Internships 3
Technologies 15+
Focus Full-Stack ML
Now Building Active Projects
Incubated by SICIEEIL

EarlyMind →

Neurodevelopmental screening for children. Custom AI stack with HTML/CSS frontend & Flask backend. Firsthand research, interviews, and data science for dataset formation.

Open Source

Belief & Risk Engine →

Educational stock app for paper trading and research. Features a deep learning stack, reliability layer, and LLM integration for intelligent market analysis.

Statistical Learning

Toronto Traffic Prediction

Improving reliability of travel time forecasts using time-series analysis and demand elasticity modeling for downtown congestion.

Core Expertise

Full-Stack Development

Next.js frontends, Django/DRF services, PostgreSQL/Redis backends. End-to-end system delivery from design to deployment.

Machine Learning

Production ML systems tied to business KPIs. Strong theoretical foundations from ECE421 coursework.

Systems Architecture

Hardware-aware design informed by computer organization. Performance optimization at every layer.

Technical Skills

Languages

Python JavaScript Swift Java C Kotlin MATLAB

ML / Data

scikit-learn TensorFlow PyTorch NumPy pandas

Web / Backend

Django Flask Next.js REST APIs HTML/CSS

Data & Cloud

PostgreSQL Redis SQLite Docker CI/CD

ML Theory

Bias-Variance VC Dimension PAC Learning Regularization

GenAI / LLMOps

OpenAI API RAG Vector DBs Prompt Eng.

Systems

NIOS V Pipelines Caches FPGA

Tooling

Git Jira Stripe OAuth/SSO
Recent Articles
Stay Updated

Let's Connect

Have a project idea or want to collaborate?

Get In Touch