name: Dr. Yaรฉ Ulrich Gaba
title: Pure Mathematician & AI Researcher
location: Kigali, Rwanda ๐ท๐ผ
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."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.
| ๐ Topological Data Analysis | ๐ค Reinforcement Learning | ๐งฎ Nonlinear Analysis |
| Persistent homology, geometric foundations | Bellman operators, value function topology | Bipolar metric spaces, convergence |
| ๐ Metric Geometry | ๐ Mathematical Finance | ๐ง Neuro-symbolic AI |
| Quasi-uniform spaces, asymmetric structures | Dynamical systems, stochastic models | Computational algebra, hybrid systems |
|
A geometric and topological view of Bellman landscapes using persistent homology โ revealing hidden structural properties of value functions in reinforcement learning. |
Exploring asymmetric structures governing convergence, metric generalizations, and their applications to nonlinear analysis and fixed-point theory. |
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โ 2025โ2026 Roadmap โ
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โ โป Advanced AI Professional Certification โ
โ โป TensorFlow Developer Certificate โ
โ โป Theory-driven ML research program โ
โ โป New synergies: Topology ร Reinforcement Learning โ
โ โป Building an AI start-up & incubator โ
โ โป Designing ML curricula & foundational notebooks โ
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