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renfrrd-ai/README.md


About Me

I'm Renfred, a Computer Science student at the University of Toronto, minoring in Mathematics and Business, and a Lester B. Pearson International Scholar.

I'm interested in building software, machine learning, and using technology to solve problems that actually matter. I enjoy working across the stack — from designing how a product should work, to writing the backend and frontend, to deploying it and seeing people use it.

I've built and experimented with projects spanning education, AI, developer tools, and productivity. Some of my current work includes Examina, an assessment and grading platform for universities; IsScamCheck, an AI-powered tool for evaluating potentially deceptive online policies; and Navix, a browser-based command hub.

I'm also interested in the intersection of computer science, mathematics, AI, and entrepreneurship. Long term, I want to build products and companies rather than simply write code for them.

Outside of tech, I casually play chess and I'm always trying to learn something new.

I care about building things that are useful, shipping them, and continuously getting better.

🟢 Open To (click to expand)
- Software engineering internships
- AI / ML opportunities and research
- Open source contributions
- Hackathons and technical collaborations
- Interesting startup and product-building opportunities

🛠️ Tech Stack

(click to expand)

Languages

Frontend

Backend & Databases

Cloud, DevOps & Tooling


ML & Other Tools


🤖 AI / ML

(click to expand)
Area Level Details
Machine Learning Learning / Building Interested in supervised learning, model development, evaluation, and practical ML systems
Deep Learning Learning Exploring modern deep learning concepts and architectures
NLP Learning Interested in language models, text processing, and AI-powered applications
AI Systems Building Experimenting with AI applications that combine models with real products and user workflows
Mathematics Strong Foundation Studying Computer Science with Mathematics and Business minors at UofT, with a particular interest in mathematical foundations for CS and AI

Education

University of Toronto B.Sc. Computer Science, Minors in Mathematics & Business · 2025 – 2030

  • Lester B. Pearson International Scholar
  • Dean's List Scholar
  • CGPA 4.0
  • Focus areas: Computer Science, Mathematics, Business, AI/ML

Featured Projects

ThereIsASiteForThat — Curated Site Discovery Directory (Live Product)

A curated directory that answers "what's the best site for X" with one good recommendation instead of fifty search results — compress a PDF, remove a background, build a resume. Includes category browsing, themed collections, editor picks, and community submissions, built on Next.js with NextAuth authentication, a Drizzle/PostgreSQL backend, and OpenAI-assisted search.

Technologies: Next.js · React · NextAuth.js · Drizzle ORM · PostgreSQL · OpenAI API · Tailwind CSS

Links: Website · GitHub

Examina — Full-Stack Assessment Platform (Flagship Project)

A scalable exam system supporting test creation, auto-grading, and analytics dashboards with role-based access control. Designed the PostgreSQL schema and REST APIs for authentication (JWT), user roles, and assessment workflows, with a Redis caching layer to cut backend response latency and Docker-based containerization for isolated frontend/backend deployment.

Technologies: React.js · Node.js · PostgreSQL · Redis · Docker

Links: GitHub

Is This a Scam? — ML-Based Fraud Detection System (Machine Learning)

An NLP-based classification pipeline using TF-IDF and supervised learning to detect phishing content. Built a real-time inference API with confidence scoring for message/email risk classification, plus a user-facing dashboard for scam analysis and explanations. The ML pipeline is modularized for retraining, evaluation, and backend integration.

Technologies: Python · Scikit-learn · NLP · Node.js · React.js

Links: GitHub

DejaWHO — Cognitive Analytics Platform (Machine Learning)

A gamified cognitive assessment platform tracking memory, reasoning, and behavioral performance trends over time. Integrated ML-based scoring models for personalized cognitive performance analysis, backed by a secure data architecture for longitudinal user session data.

Technologies: React.js · Node.js · PostgreSQL · Machine Learning

Links: GitHub

Navix — Browser Command Hub
Category Details
Stack JavaScript / Web technologies
Status In development
What it does Provides a command-driven new-tab experience with quick actions and shortcuts

💼 Experience

(click to expand)

Full-Stack Software Engineer

SMATHS-Kids Initiative · Ogun State, Nigeria · Nov. 2021 – Jul. 2025

  • Engineered and maintained a production learning platform (smathskids.com) serving 700+ active students
  • Designed RESTful backend services and admin dashboards for grading, analytics, and student tracking workflows
  • Implemented automated reporting and data pipelines, reducing manual administrative workload by 40%
  • Improved system reliability and scalability during user growth through backend refactoring and workflow optimization

Node.js REST APIs PostgreSQL Backend Architecture


Software Engineer & Automation Developer

Apt Scholars Universal College · Ogun State, Nigeria · Jan. 2023 – Jul. 2025

  • Built Python-based automation systems for quiz generation, grading pipelines, and student performance analytics
  • Developed data processing workflows using Pandas and Excel automation, reducing grading turnaround time by 50%
  • Improved instructional efficiency by replacing manual workflows with reusable scripting tools for educators
  • Recognized as 2nd Best Teacher (Cowbellpedia STEM 2025); mentored students to national competition finals

Python Pandas Automation Data Processing


Data Management Intern

Smile Pride Dental Clinic · Ogun State, Nigeria · Aug. 2021 – Dec. 2022

  • Digitized and maintained confidential patient records with high accuracy across structured medical datasets
  • Cleaned and corrected inconsistencies in legacy databases, improving data reliability for reporting workflows

Data Management Data Cleaning Reporting


🏆 Achievements

(click to expand — 19 entries)
Recognition Details
Lester B. Pearson International Scholar University of Toronto, 2025 cohort
2nd Place — Teacher's Category, Cowbellpedia TV Quiz Show 2025
Valedictorian Apt Scholars Universal College, 2024
Leadership Award of Excellence Apt Scholars Universal College, 2024
Best Student Tutor Award Class of 2024
Gold Award Apt Scholars Universal College, 2024
2nd Place — Sigma UI Roseline Etuokwu Quiz Competition 2024
Winner — ASC Science Competition Led a team of three to win the 2023 competition
Best Team — Mathematics is Simple Competition Led a team of five students to become the best team, 2023
State Winner — Mathematical Association of Nigeria Ogun State, Senior Category, 2023; advanced to the national competition
Top 500 — Interswitch SPAK 5.0 2023
2nd Highest Scoring Student — MathContest Nigeria Ogun State qualifier; scored 96%
Top 66 — Cowbellpedia Mathematics Competition 2023
World Mathematics Tournament Scored 84% in qualifying examination, outperforming 95.2% of participants
Top in National JETS Competition — First Round 2022
6th Overall — Mathematics is Simple Competition 2022; also recognized as Most Outstanding SS1 Student
State Winner — Cruxlearning Mathematics Contest Ogun State, 2021; scored 100% in qualifying examination
2nd Quiz Representative — Mathematical Association of Nigeria Lagos State, Junior Category, 2021
3rd Place — Mathematical Association of Nigeria Ogun State, Junior Category, 2020
Winner — The Ultimate Mathematics Ambassador 2018
2nd — Ogun State, 16th Annual National Mathematics Competition 2018

📜 Certifications

(click to expand)

HackerRank



👨‍💻 Coding Profiles

(click to expand)

📊 GitHub Analytics

(click to expand)

GitHub Trophies

Contribution Activity

Contribution Snake


🎯 Current Focus

(click to expand)
Learning:
  - Data Structures & Algorithms
  - Machine Learning
  - Deep Learning
  - Mathematics for AI
  - Advanced software engineering

Building:
  - Examina
  - IsScamCheck
  - Navix
  - Other experimental products

Exploring:
  - AI / ML systems
  - Full-stack development
  - Developer tools
  - EdTech
  - Startups and entrepreneurship

Open To:
  - Software engineering internships
  - AI / ML opportunities
  - Research collaborations
  - Open source
  - Hackathons
  - Interesting technical collaborations

Connect With Me

I'm always interested in meeting people who are building interesting things, working on challenging technical problems, or thinking seriously about the future of AI and software.


Still learning, still shipping, still proudly Naija.

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  1. Examina-old Examina-old Public

    Where Evaluation Meets Insight

    TypeScript

  2. IsThisAScam IsThisAScam Public

    TypeScript

  3. DejaWHO DejaWHO Public

    Play short, research-inspired games to estimate cognitive domains and track your mental journey.

    Jupyter Notebook 1

  4. adzvee/Aether adzvee/Aether Public

    JavaScript