Alun Cennyth Stokes
AI/Machine Learning Researcher | Neuro-Symbolic AI & Computational Mathematics Specialist
Ontario, CA.About
Highly analytical AI/Machine Learning Researcher with a unique interdisciplinary background bridging pure mathematics, symbolic computing, and advanced machine learning. Expertise spans neuro-symbolic AI, natural language processing, and multi-GPU computer vision, focused on developing innovative computational tools that integrate empirical data with formal reasoning systems. Proven ability to translate complex mathematical abstractions into high-impact, scalable solutions across diverse domains.
Work
Gift Horse Mouth Inspections
|Researcher; Neuro-Symbolic Computing
Ontario, Ontario, Canada
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Summary
Led cutting-edge research in neuro-symbolic AI, developing systems to generate formal hypotheses and optimize multi-GPU computer vision pipelines.
Highlights
Developed and implemented infrastructure for symbolic regression over complex algebraic domains, enhancing computational capabilities.
Designed and optimized scalable training and orchestration pipelines for multi-GPU model development in computer vision, significantly improving efficiency.
Bridged low-level performance programming with high-level mathematical abstraction to solve demanding computational problems effectively.
Private
|Mathematics & Computer Science Tutor
Ontario, Ontario, Canada
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Summary
Provided comprehensive mathematics and computer science tutoring to numerous students, significantly enhancing their academic performance over nine years.
Highlights
Tutored numerous students across various academic levels, improving comprehension and academic performance in complex subjects.
Developed customized learning plans and instructional materials to address individual student needs in mathematics and computer science.
Enhanced student problem-solving skills and conceptual understanding, leading to measurable academic progress and higher grades.
McMaster University
|Graduate Researcher
Hamilton, Ontario, Canada
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Summary
Conducted advanced graduate research in algebraic and computational number theory, culminating in a Master of Science thesis and ABD status.
Highlights
Authored Master of Science thesis, 'Computational investigations into dessins d'enfants,' demonstrating advanced analytical and computational skills.
Explored complex mathematical problems at the intersection of algebra and computation, leading to novel insights and theoretical advancements.
Achieved ABD status in Master of Science program, showcasing rigorous academic commitment and sustained research progress.
McMaster University
|Research Assistant
Hamilton, Ontario, Canada
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Summary
Supported NSERC-funded mathematical research under Drs. George Dragomir and Andy Nicas, managing computational resources and data analysis.
Highlights
Contributed to multiple research projects by conducting complex calculations and performing detailed data analysis.
Aided in the preparation of research findings and presentations for academic conferences and peer-reviewed publications.
Managed research data and computational resources, ensuring project continuity and efficient delivery of grant deliverables.
McMaster University
|Research Assistant
Hamilton, Ontario, Canada
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Summary
Provided critical research support to Dr. Cameron Franc, contributing to projects in advanced mathematical modeling and analysis.
Highlights
Assisted in the development and analysis of mathematical models, enhancing research project efficiency and data integrity.
Conducted comprehensive literature reviews and complex data analysis, providing foundational support for ongoing academic studies.
Collaborated on research initiatives, applying advanced mathematical concepts to solve intricate theoretical problems.
Statistics Canada
|Data Scientist (Economics)
Ottawa, Ontario, Canada
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Summary
Applied sophisticated natural language processing techniques to economic datasets, delivering actionable insights for government initiatives.
Highlights
Developed and implemented applied NLP projects, extracting valuable insights from large-scale economic data for policy analysis.
Contributed to data-driven policy recommendations by analyzing complex textual information, improving decision-making processes.
Utilized statistical methods to enhance data quality and interpretability, supporting comprehensive economic analysis initiatives.
McMaster University
|Research Assistant
Hamilton, Ontario, Canada
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Summary
Assisted Dr. Ned Nedialkov in computational mathematics research, developing models and performing rigorous data validation.
Highlights
Assisted in the development of computational models for mathematical problems, enhancing research capabilities and output.
Performed rigorous data validation and analysis, contributing to the accuracy and reliability of research outcomes.
Supported the preparation of research materials and reports, facilitating effective academic dissemination.
Education
McMaster University
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Master of Science (ABD)
Mathematics & Computer Science
Grade: ABD at time of writing
Courses
Computational investigations into dessins d'enfants (Thesis)
McMaster University
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Bachelor of Integrated Science
Integrated Science
Grade: 10.8/12 CGPA (3.8/4), Graduated summa cum laude
Courses
On self-contained numbers (Thesis)
Awards
Milos Novotny Fellow in Analysis
Awarded By
McMaster University
Recognized for competitive academic excellence and outstanding research potential in the field of analysis.
Ontario Graduate Scholarship
Awarded By
Government of Ontario
Awarded a prestigious, merit-based scholarship for graduate studies, recognizing exceptional academic achievement.
Math. & Stats. Departmental Grant
Awarded By
McMaster University
Received departmental funding to support advanced research and academic pursuits within Mathematics and Statistics.
Undergraduate Student Research Award (NSERC)
Awarded By
Government of Canada
Secured competitive NSERC funding for undergraduate research, supporting significant scientific inquiry and development.
First Place Paper in North America (Computer Science)
Awarded By
Global Undergraduate Awards
Achieved top honors for a computer science paper among North American submissions, demonstrating exceptional research and writing.
Stewart Award
Awarded By
McMaster University
Awarded for academic distinction and exemplary performance by McMaster University.
First Place (All Categories) STEM Fellowship Big Data Competition
Awarded By
STEM Fellowship
Secured first place in a comprehensive big data competition, demonstrating exceptional analytical and problem-solving skills.
Dean's Honour List
Awarded By
McMaster University
Consistently recognized for outstanding academic achievement and high scholastic standing across multiple years (2017-2021).
McMaster President's Award
Awarded By
McMaster University
Received a prestigious award from the university president for outstanding academic excellence and leadership potential.
Publications
Automatically Solving Square-Piece Jigsaw Puzzles using Convolutional Neural Networks with Gradient Boosted Decision Trees
Published by
The Undergraduate Journal
Summary
Developed and published research on an innovative approach to solving square-piece jigsaw puzzles using a combination of Convolutional Neural Networks and Gradient Boosted Decision Trees (12th edition).
Languages
English
Skills
Programming Languages
Python, Julia, Java, C/C++, CUDA, SQL.
Machine Learning & Scientific Libraries
SageMath, Nemo.jl, Hecke.jl, PyTorch, Transformers.
Tools & Technologies
LaTeX, Git, Macaulay2.
Operating Systems
GNU/Linux (Debian-based), macOS.
Research Methodologies
Neuro-Symbolic AI, Symbolic Computing, Natural Language Processing (NLP), Computer Vision, Algebraic Domains, Computational Number Theory, Mathematical Modeling, Data Analysis, Algorithm Development, Multi-GPU Development, Statistical Analysis, Problem Solving.