Hi, I'm Sebastien

Fourth-year Honours Computer Science and Mathematics student, Researcher, Dean's List recipient, and CFA Level II candidate.

Resume

Motivation

I fell in love with programming when I created a choose-your-own-adventure game for my programming class at Dover Bay. I spent days working on it, totally hooked, and that's when it clicked — this is what I want to do. I went on to building my own PC, exploring software development concepts, and coding Unity games. Now, I'm coding more than ever.❤️

Skills

Programming LanguagesTypeScript, JavaScript, C, C++, C#, Assembly, SQL, Python, Bash, R
Typesettings/Markup/Other LanguagesLaTeX, Markdown, HTML, CSS, JSON, DAX
Frameworks & LibrariesReact.js, Node.js, Next.js, Websockets, Prism, Express.js, React Router, PyTorch, Scikit-Learn, Selenium, Pandas, NumPy, Matplotlib, Seaborn, SciPy, CORS, Express, etc.
Tools & PlatformsApache Kafka, Docker, Kubernetes (Basic), OpenAI API, Vim, AWS (S3, CloudFront, Lambda), Cloudflare, Firebase, Postman, ThunderClient, SQLite, PowerBI
Productivity ToolsWindows, Git, Linux, Microsoft Office (Word, Excel, Outlook, PowerPoint, Teams, Bookings, Planner, etc.), Google Suite (Docs, Sheets, Slides, etc.), TeamDynamix, Prezi, Notion, Visual Studio, RStudio

Projects

Turning caffeine into questionable variable names, overengineered solutions, and the occasional working feature.

Personal Website (Old)

2024

Old version of my website which showcases my projects, competitions, and education. It also served as a portfolio of experiences.

HTMLCSSJavaScriptCloudflare

Auto File Sorter

2024

Sorts your files by extension, also includes flags to customize your sorting.

BashShell ScriptingLinux

URL Shortener

2024

Enter a long URL and it returns a shorten URL for easy use.

HTMLCSSJavaScriptReactTailwindCORSExpressSQLSQLite3ESLint

Traffic Light Simulation

2024

Created a traffic light simulation based on realtime traffic data and streets. Used statistics to show adaptive control of traffic lights is better than fixed control.

PythonTomTom APIOpen Street MapsSimulationStatistics

ScrabbleTastic

2024

Scrabble Clone with a twist of losing health for every second you don't play. Full login page, dashboard and match making system.

HTMLCSSJavaScriptReactBashWebsocketsFirebaseAuth

Personal Website 2.0

2025

Updated version of my website, gives a new fresh look!

HTMLCSSTypeScriptNextJSESlintFramer MotionThree.jsVercel

Music Genre Detector

2023

Built a machine learning system using Genius's API and trained a Multinomial Naive Bayes model, achieving 90% accuracy on predicting Music based on lyrics.

PythonScikit-LearnPandasNumPy

Tic-Tac-Toe

2024

Tic-Tac-Toe. What's more to say.

HTMLCSSJavaScriptReactTailwindESLint

Calculator

2024

Calculates numbers.

HTMLCSSJavaScript

Wordle Clone

2024

A copy of the famous game Wordle.

HTMLCSSJavaScriptAPI

Realtime Messanger

2024

A realtime messanger to message your friends, family and more.

HTMLCSSJavaScriptReactTailwindAPIWebSockets

NPM Package: Code Snippets

2024

Allows you to easily add code snippets to your project. Coloring is customizable with presets already for popular languages.

HTMLCSSTypeScriptReactVite

Machine Learning Pipeline

2025

My laptop is slow at training large neural networks so I setup my computer at home, with a bulky GPU, for this purpose. I used Arch Linux as the operating system, Cloudflare tunnels with port forwarding and SSH to access the system from anywhere and setup the system to be a secure as possible using pacman packages for google authenticator and adding a Python script to send me a text message for every SSH sign in.

Arch LinuxCloudflareGoogle AuthenticatorPythonPort ForwardingGnomeI3

Competitions / Hackathons

Glug, glug, glug, coffee down the hatch.

Battlesnake Competition

2023

Developed a battlesnake using BFS.

Python

UVEC Programming Competition

🥉 3rd Place 🥉

2024

Created a math game to help educate children. Utilizes a leaderboard, sounds and highscore mechanism.

HTMLCSSJavaScriptReactTailwindSQLiteSQLWebSocketsExpressCORS

Ultimate Tic-Tac-Toe Competition

2024

Collaborated with a four-person team to create an AI for ultimate Tic-Tac-Toe using the min-max algorithm with alpha-beta pruning.

PythonAI

Advent of Code

2024

Solved all 49 puzzles while exploring new algorithms, problem solving techniques and learning efficient optimizations.

PythonAlgorithms

Research Experience

Applying the scientific method and occasionally questioning my life choices.

Efficient Inference in Deep Learning

With Professor George Tzanetakis

2025

Focused on improving the efficiency of deep learning inference while maintaining prediction accuracy. Techniques such as pruning, weight quantization, and layer clustering were leveraged to optimize performance. The analysis was conducted using models like VGGs, applied to well-known datasets like CIFAR-10 and ImageNet, to evaluate and enhance the inference process.

PythonPyTorchNumPyCIFAR-10ImageNetPandas

Bias in Word Embeddings

With Professor Alex Thomo

2024

Leveraged popular large language model APIs to obtain embeddings for in-depth bias analysis. By examining the top 100,000 words in the English language, the project focused on identifying and quantifying biases related to gender and race using SC-WEAT (Subspace Alignment-based Word Embedding Association Tests). The analysis also explored how industry-specific terminology correlates with gender, expanding the scope to include various word types and categories. Comprehensive visualizations, including t-SNE plots, frequency bar charts, and clustering diagrams, were created to effectively interpret and highlight bias patterns.

PythonOpenAICohereBGEMicrosoft E5NumPySeabornMatplotlibEmbeddingsSciPyPandas

Certifications

Why do employers love certifications? Because nothing says 'I know my stuff' like a PDF with my name on it.

CFA Level II Candidate

Passed the CFA Level I exam above the 90th percentile. In Level I, I learned about quantitative methods, economics, corporate issuers, equity investments, financial statement analysis, derivatives, alternative investments, portfolio management, fixed income, and ethical and professional standards

Continuous Learning Repository

A Github repository of every certificate, video or book I did. I learned major technologies, frameworks, paradigms and more.

Contact

Want to reach me? Just send a message! Or try smoke signals, I'm pretty responsive unless it's a windy day.

Get in Touch

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