Mondher Ilyes Izemrane

Mondher Ilyes Izemrane

Dean's List Scholar • 3rd Year CS @ UofT • 3.7 GPA

mondher.izemrane@mail.utoronto.ca

About Me

Third-year CS student with end-to-end ML consulting experience at DeepPixel and creator of FightSight, a UFC prediction platform featuring custom-built machine learning models. Proficient in Python, Flask, React, Docker, and cloud deployments.

My Projects & Experience

Here are some of my recent projects and professional experiences

FightSight.dev
Founder
An AI-driven UFC prediction platform that turns fighter stats into real-time insights.
Startup

Achieved 72% model accuracy by training machine learning models on engineered UFC fighter statistics using scikit-learn and advanced feature selection pipelines

Built a secure, tiered-access interface with Next.js and Supabase, restricting AI predictions to authenticated users and enhancing engagement with interactive data visualization

Deployed cost-optimized containerized microservices with Docker and Vercel, enabling scalable updates without backend downtime

NumPy
Pandas
Scikit-Learn
Flask
Python
Docker
React
Next.js
Supabase
Machine Learning Consultant
DEEP PIXEL
Developing educational AI products and optimizing ML infrastructure for children's learning platforms.
Experience

Developed an educational Generative AI product for 10,000+ children, leveraging reinforcement learning and cloud-based deployment

Reduced infrastructure and inference costs by 90% through cloud pipelines and model optimization

Facilitated stakeholder interviews and workshops with over 5 clients to gather technical and business requirements

Iteratively refined over 5 RFP drafts to ensure 100% alignment with evolving stakeholder goals, improving clarity and buy-in

Machine Learning
Reinforcement Learning
Cloud Computing
Python
Model Optimization
Computer Science Transition Coach
Center of Student Engagement - UofT
Providing academic mentorship and support strategies to help first-year CS students succeed.
Experience

Provided weekly 1:1 mentorship and academic strategy sessions to 12+ first-year students, leading to measurable GPA improvement and reduced dropout risk

Analyzed program feedback from 30+ participants to identify support gaps, contributing to updated coaching materials and improved session relevance

Increased student confidence by 50% using data-driven retention strategies, improving academic success

Mentorship
Academic Strategy
Data Analysis
Student Support
HeriTrace
Personal Project
AI-powered ancestry tool that predicts surname origins and generates culturally themed images.
Project

Built HeriTrace, an AI-powered ancestry tool that predicts surname origins with 85% accuracy and generates culturally themed images using Stable Diffusion

Implemented an interactive location map to capture user context and refine heritage predictions, improving relevance of results and user engagement

Developed a responsive React + Vite frontend, integrating with backend APIs to deliver seamless input flows and dynamic result displays

TypeScript
OpenAI API
React
Stable Diffusion API
Vite
Technology Director
Biotechnology and Computer Science Association (BACSA)
Leading technical workshops and coordinating educational events for bioinformatics and CS students.
Experience

Designed and delivered technical workshops on BioPython and BLAST, creating custom datasets and code labs to teach bioinformatics workflows to 50+ students

Coordinated technical details with cross-functional teams to align coding events, speaker panels, and competitions with departmental schedules

Ensured smooth execution and strong student turnout for all technical programming initiatives

BioPython
BLAST
Bioinformatics
Python
Workshop Development
Client Meal Generator Solution
Freelance Development
Custom web application for meal planning with dynamic search and database management.
Project

Led client discovery sessions to gather detailed requirements and iteratively deliver 3 customized web prototypes, achieving 90% satisfaction on final implementation

Improved search experience and data accuracy by implementing a dynamic live search bar, reducing redundancy and boosting frontend performance

Designed and normalized SQL database schemas to support efficient CRUD operations, streamlining meal option creation, editing, and updates

PHP
SQL
JavaScript
HTML
CSS

Licenses & Certifications

Professional certifications and achievements

People's Choice Award - Best Project DeepPixel: Cognify
DeepPixel
2025
Complete A.I. & Machine Learning, Data Science Bootcamp
ZeroToMastery
2024
Modern JavaScript From The Beginning 2.0 (2024)
Udemy
2024

Resume

Download my resume to learn more about my experience and qualifications