Elliot Sones

ML Engineer & CS Student

Computer Science student at Toronto Metropolitan University building intelligent agents and deep learning systems. Focused on reinforcement learning, transformer architectures, and applied AI.

About me

When Im not coding...

When I am not coding, I love to play as much soccer as I can in my free time. I played soccer my whole life where I played in Portugal for one season.

When I'm not playing soccer I love listening to music, watching anime, and hanging out with friends.

Favorite Anime

One Piece

One Piece

Attack on Titan

Attack on Titan

Jujutsu Kaisen

Jujutsu Kaisen

Soccer

Soccer

Music

Experience

Work & Hackathons

SPLxUTSPAN 2026 Data Challenge logo

SPLxUTSPAN 2026 Data Challenge

GitHub

Free Throw Prediction from Motion Capture

February 2026

Won 1st Place

Kaggle competition predicting basketball free throw outcomes from 69-joint motion capture data. Built per-player biomechanical models, temporal commitment analysis, kinetic chain features, and CNN ensembles to achieve 0.006148 MSE.

Free Throw Prediction from Motion Capture preview
Hack Canada 2026 logo

Hack Canada 2026

GitHub

CoCivil — Land Development Due Diligence Platform

March 2026

Won Google Studio AI

Built a full-stack due diligence platform for Toronto land development. Generates planning submission packages from a plain-English query using AI, zoning analysis, 3D massing, and RAG-powered policy search.

NTangible logo

NTangible

Machine Learning Research Intern

November 2025

Supporting the technical team on exploring real-world applications of AI/ML in sports psychology, combining technical development with performance analytics.

My projects

Personal Projects

Explore GitHub

Currently exploring

AI Agents

Building autonomous agents that can reason, plan, and take actions -- from RL-based game agents to tool-using LLM agents that solve real problems.

Deep Learning & MLOps

Training models from scratch (transformers, CNNs, RNNs) and deploying them -- with a focus on reinforcement learning and attention mechanisms.

Certifications

Certificates & Credentials

Click on any certificate to view it in full screen.

Contact

Feel free to reach out!

Feel free to reach out or discuss what you are working on!