Home Employment Education Projects Leadership Skills

Hey, I'm Matthew Eleazar!

Profile Picture

Analytical and detail-oriented Computer Science graduate at the University of Notre Dame with diverse experience across technical validation, machine learning research, and full-stack application development. Proven ability to lead cross-functional teams, manage data-intensive projects, and translate technical findings into actionable insights. Adept in Python, SQL, and data visualization, with additional exposure to project coordination and stakeholder engagement. Passionate about leveraging technical and operational skills to solve complex infrastructure and program management challenges in fast-paced environments.

In my free time, I play guitar, drums, write, mix, master, and engineer my own music.

Experience

University of Notre Dame

January 2025 – May 2025

Machine Learning & Computer Vision Research Assistant

• Investigated more efficient video semantic segmentation ML models for mask propagation in colon polyp detection
• Built reproducible Conda environments for two segmentation models in GPU clusters with outdated CUDA drivers
• Mitigated complex dependency issues across model installations and documented limitations with workarounds
• Developed bash and python scripts to structure 6+ datatypes from three endoscopy video datasets for model training/evaluation and discovered that Meta’s Sam2 is 30% more efficient than Zip Lab’s MPVSS

University of Notre Dame

January 2025 – May 2025

Design and Analysis of Algorithms Teaching Assistant

• Guided over 40 students through complex algorithmic problems by hosting office hours.
• Graded assignments with constructive feedback.
• Drafted LaTeX homework solutions, making professor workflow 15% more efficient.

IDEA Center

June 2024 – August 2024

Technical Validation & Data Analyst

• Performed exploratory data analysis (EDA) on ND-lab fabricated novel spectral filter using Python (Pandas, NumPy, SciPy, Matplotlib) to extract spectral transmittance from raw datasets (300-2500 nm).
• Developed a Python-based analytics pipeline, automating U-Value and SHGC calculations and integrating results into Berkeley National Lab’s WINDOW software to compare energy efficiency against state-of-the-art window films.
• Benchmarking analysis revealed that the novel spectral filter demonstrated a 20% performance improvement in solar heat gain reduction at high incidence angles, outperforming industry-leading window films from 3M, SunTek, and Llumar.
• Conducted market research & competitive analysis, evaluating industry datasets, manufacturer reports, and technical specifications to assess product viability.
• Presented data-driven insights to business stakeholders, translating technical performance metrics into strategic recommendations for commercialization and adoption.


Education

University of Notre Dame

Major: BS in Computer Science

Minor: Philosophy

Graduation: May 2025

Relevant Courses:

Modern Web Development, Design and Analysis of Algorithms, Database Concepts, Theory of Computing, Programming Paradigms, Operating System Principles, Computer Architecture, Logic Design, Data Structures, Systems Programming, Discrete Mathematics, Fundamentals of Computing, Ethical and Professional Issues


Projects

Modern Web Development

• Built a full-stack project management app using React, Parse, and Netlify, featuring Calendar, Timeline (Gantt), and All Tasks views to streamline user workflows.
• Implemented CRUD operations, tagging, and priority-based sorting with responsive UI components and seamless navigation via React Router.
• Developed real-time collaborative features using Back4App LiveQuery and secured access through custom auth flows with protected routes and session handling.
• Refactored app architecture with modular components, UML diagrams, and optimized Vite configuration; deployed production-ready builds via Netlify.

University of Notre Dame Datafest 2025

• Analyzed Savills’ proprietary commercial real estate data (2018–2024) across major U.S. markets and key industries, ensuring confidentiality.
• Integrated occupancy metrics (Kastle card-swipe) and unemployment data (BLS) to provide context for leasing trends.
• Addressed missing and noisy data by filtering on large lease transactions (10,000+ sq. ft.) and reconciling market definitions.
• Developed localized insights and interactive map on office space relocations, expansions, and pandemic recovery to guide strategic leasing decisions.

Independent Study

• Developed and trained a Convolutional Neural Network (CNN) for handwritten digit classification, using Keras, NumPy, OpenCV, and Matplotlib.
• Achieved 99% accuracy on the MNIST test set, optimizing precision (0.99), recall (0.99), and F1-score (0.99).
• Generated a classification report, analyzing model performance per digit class, identifying areas for fine-tuning.
• Fine-tuned hyperparameters to enhance model generalization and reduce overfitting.

Personal Project

• Developed a Django-based blog platform with rich text editing (CKEditor) for content creation and publishing.
• Enhanced admin panel functionality with custom ModelAdmin classes for streamlined content management.
• Configured static/media management and integrated a custom favicon for branding.
• Designed a responsive UI using Bootstrap 5 for optimal cross-device usability.

Database Concepts Course Project

• Worked in a team of 3 to develop a Flask-based workout platform enabling users to create workout plans.
• Implemented user authentication and database management with SQLAlchemy.

Human Computer Interaction Project

• Worked in a team of 4 to design and develop a personal finance management tool for college students.
• Conducted user research and usability testing sessions.

Programming Paradigms Project

• Engineered a hierarchical personnel system in Java, managing Professors, Teaching Assistants, and Students.
• Developed abstract and concrete classes to define attributes, access control, and role-based behaviors.
• Implemented object interaction logic, allowing professors to assign TAs and enroll students dynamically.
• Designed custom print statements and role-based information retrieval methods for optimized user interaction

WorNDly - Wordle Clone

March 2024

Programming Paradigms Project

• Developed a multilingual word guessing game using Django MVC.
• Seamlessly integrated frontend, backend, and database operations.


Leadership & Campus Involvement

CS for Good

August 2021 – May 2025

Treasurer & Project Member

• Managed club finances, reimbursement processes, and expenditure tracking, reporting directly to the Student Activities Office.
• Organized club meetings, hackathons, and board meetings, collaborating with project leads to ensure smooth execution.
• Assisted with the Our Lady of the Road website redesign, improving UI/UX for their woodworking service.

Notre Dame Fighting Irish Marching Band

Fall 2023 – Fall 2024

Drumline Member

• Memorized and performed complex marching percussion cadences and show music for live audiences.
• Led the marching band in cadence transitions and marching formations, supporting the drum major during performances.
• Maintained strict rehearsal discipline, timing accuracy, and dynamic expression, contributing to the band's precision and musicality.

Notre Dame Varsity Band

Fall 2023 – Spring 2025

Percussionist

• Performed various percussion roles (bass drum, cymbals) at university athletic events, adapting to different instrumental needs.
• Assisted the center snare in coordinating band cheers and drumline synchronization, enhancing crowd engagement.
• Organized and adjusted instrument assignments to optimize performance balance on a per-game basis.

Pangdemonium, Dorm Band

Fall 2021 – Spring 2025

Co-Founder & Guitarist/Vocalist

• Composed and performed original music as a guitarist and vocalist, contributing to the band’s artistic identity.
• Coordinated rehearsals, managed gig scheduling, and booked venues, ensuring smooth event logistics.
• Collaborated with audio engineers and tech teams to set up sound equipment and improve live performance quality.

Notre Dame Filipino-American Student Organization

Fall 2021 – Spring 2025

Performer & Member

• Played guitar, bass, drums, and sang OPM (Original Pilipino Music) in various student bands for multicultural showcases.
• Performed traditional Filipino dances at cultural events, promoting Filipino heritage and community engagement.
• Contributed to cultural awareness events and performances, representing Filipino artistry and traditions on campus.

Skills

Programming Languages/Frameworks

  • Python
  • C, C++
  • R
  • SQL
  • Bash
  • HTML/CSS
  • JavaScript
  • MATLAB

Tools/Technology

  • Git/Github
  • Vim + Tmux
  • Git
  • Linux
  • Powershell
  • Conda
  • Microsoft Office
  • LaTex

Other

  • Machine Learning
  • Computer Vision
  • Data Validation
  • Exploratory Data Analysis (EDA)
  • Berkeley Lab WINDOW

Languages

  • Filipino (Tagalog)
  • Cebuano
  • Basic Spanish
  • Basic Portuguese

Thank you!