Hi, I'm Demetri Williams
Computer Science student at LSU specializing in Software Engineering and AI. I build intelligent systems, full-stack applications, and document everything along the way.
What I Work With
Skills & Technologies
A blend of AI/ML knowledge, full-stack development, and data analysis built through coursework, projects, and real-world experience!
Design & Collaboration
Figma, hi-fi/lo-fi UI/UX design, Cursor AI, IBM Design Thinking, Scrum, cross-functional teamwork, and technical documentation.
Full-Stack Development
Python (Flask), JavaScript, HTML/CSS, Firebase, REST APIs, and building end-to-end web applications.
AI & Machine Learning
Reinforcement learning, neural networks, model training & fine-tuning, LLMs, PyTorch, and working with real-world datasets.
Data & Analytics
SQL, data analysis, reporting, dashboards, Google Analytics, and translating raw data into actionable insights.
Cloud & DevOps
AWS, Google Cloud, Azure, Linux, Bash scripting, and cloud infrastructure fundamentals.
Programming Languages
Python, Java, C, C++, C#, SQL, JavaScript, Bash, and comfortable across multiple paradigms.
Experience
AI Trainer / QA Analyst — TELUS Digital (July 2025 – Sept 2025)
Trained image recognition models by reviewing large-scale datasets and correcting classifications. Performed diagnostic analysis to reduce misclassification rates and documented training outcomes via detailed reports.
AI Training Specialist — Outlier AI (May 2024 – Dec 2024)
Reviewed and evaluated AI model outputs daily, led root cause analysis on errors, and fine-tuned models using real-world feedback loops. Collaborated internationally and prepared detailed data reports for engineering teams.
B.S. Computer Science Engineering — LSU (Expected December 2026)
Concentration in Software Engineering. GPA: 3.25. Dean's List 2025. Coursework includes AI, Database Systems, Cloud Computing, Programming Languages, Operating Systems, and Advanced Data Structures.

Projects
What I've Built - SO FAR
Steam Achievement Fetcher
A full-stack web app integrating with the Steam API to generate random achievement challenges with social and gamified features.Full-Stack Application
Python (Flask) backend with Steam OpenID login, achievement fetching, and Firebase database logic.
Gamified Features
Tracks streaks, manages friend connections, and ranks users competitively through leaderboards and dashboards.
Responsive Frontend
Built with HTML, CSS, and JavaScript, monitoring user engagement, system uptime, and performance metrics.
Texas Hold 'Em Poker Bot
A reinforcement learning AI bot trained to play poker using PyTorch and DeepMind's Open Spiel framework.Reinforcement Learning
Built using PyTorch and Google DeepMind's Open Spiel framework, optimizing strategy in limited-information environments.
Neural Network Architecture
Implemented dense input layers, multi-action output heads, and SoftMax activation — improving accuracy from 0% to 64%.
Performance Analysis
Bot survived 37 hands against peer-designed bots. Compiled a full engineering report with analytics, trends, and findings.
In Progress
What's currently being built.
Handoff
In ProgressMobile App · UX/UI · Figma · Teamwork
A student-exclusive campus resale marketplace with .edu verification, campus meetup locations, and a reliability rating system.
View Case Study →PricePulser
In ProgressSQL · Relational Database · Database Creation
A relational SQL database tracking grocery store item prices across the Baton Rouge Metropolitan area.
Let's Connect!
Open to internships, collaborations, and new opportunities. Feel free to reach out!
