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gabayae/README.md

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> whoami

name: Dr. Yaรฉ Ulrich Gaba
title: Pure Mathematician & AI Researcher
location: Kigali, Rwanda ๐Ÿ‡ท๐Ÿ‡ผ
email: [email protected]
org: Data Science Makers
fields:
  - Topological Data Analysis
  - Reinforcement Learning
  - Metric Geometry & Nonlinear Analysis
  - Scientific Computing
  - Cloud, DevOps & AI Infrastructure
  - Neuro-symbolic Systems & Computational Algebra
mission: Turning abstract ideas into robust algorithms,
         teaching materials, and open research tools.


๐Ÿ”ฌ Researcher profile

"The future of AI is topological, geometric, and mathematically rigorous."

I'm an AI/ML researcher with a deep mathematical background, working at the intersection of pure mathematics and modern AI. I bridge topological data analysis, metric geometry, and reinforcement learning โ€” turning deep theoretical insights into robust algorithms, open research tools, and educational programs.

๐ŸŒ€ Topological Data Analysis ๐Ÿค– Reinforcement Learning ๐Ÿงฎ Nonlinear Analysis
Persistent homology, geometric foundations Bellman operators, value function topology Bipolar metric spaces, convergence
๐Ÿ“ Metric Geometry ๐Ÿ“ˆ Mathematical Finance ๐Ÿง  Neuro-symbolic AI
Quasi-uniform spaces, asymmetric structures Dynamical systems, stochastic models Computational algebra, hybrid systems

๐Ÿ“„ Featured research

โญ Topological Foundations of Reinforcement Learning

arXiv

A geometric and topological view of Bellman landscapes using persistent homology โ€” revealing hidden structural properties of value functions in reinforcement learning.

โญ Quasi-uniform Type Spaces

arXiv

Exploring asymmetric structures governing convergence, metric generalizations, and their applications to nonlinear analysis and fixed-point theory.


๐Ÿ› ๏ธ Tools & technologies

Languages & scientific computing

Python TensorFlow PyTorch NumPy SciPy Pandas SymPy LaTeX

Infrastructure & DevOps

Linux Git Docker Kubernetes Google Cloud GitHub Actions


๐Ÿ“Š GitHub analytics

GitHub stats ย ย  Top languages



GitHub streak



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๐Ÿ”ญ What I'm working on

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                    2025โ€“2026 Roadmap                      โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  โ—ป Advanced AI Professional Certification                โ”‚
โ”‚  โ—ป TensorFlow Developer Certificate                      โ”‚
โ”‚  โ—ป Theory-driven ML research program                     โ”‚
โ”‚  โ—ป New synergies: Topology ร— Reinforcement Learning      โ”‚
โ”‚  โ—ป Building an AI start-up & incubator                   โ”‚
โ”‚  โ—ป Designing ML curricula & foundational notebooks       โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

๐ŸŒ Scholarly identities & connect

LinkedIn arXiv ORCID Scopus GitHub Twitter Email


๐Ÿง  Fun facts

๐Ÿ’ก I blend pure mathematics with modern AI architectures.
๐ŸŽ“ I mentor students and build research-driven ML programs.
๐ŸŒ€ I believe persistent homology will reshape how we understand learning.



matrix animation



Pinned Loading

  1. WoComtoQC/wocomtoqc.github.io WoComtoQC/wocomtoqc.github.io Public

    Code for the website of the Workshop on 'Workshop on Computational Topology & Quantum Computing' (WoComToQC).

    SCSS 23 2

  2. gabayae3.github.io gabayae3.github.io Public

    Jupyter Notebook 1