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https://github.com/celpha2svx/celpha2svx

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README

          

Afeez Ademuyiwa



Data Scientist | Systems Researcher | Builder

From statistical models to processor architecture.


GitHub
LinkedIn
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## About

I build systems that are theoretically grounded and practically deployable. My work spans two core domains: Applied Intelligence (data science, fraud analytics, quantitative systems) and Foundational Systems (processor design, OS, developer tooling).

Research Interests: Computer Architecture • RISC-V Extensions • Operating Systems • ML Systems • Financial Engineering • Quantitative AI

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## Projects

### Data Science

Sentinel | Real-time Nigerian transaction fraud detection with real-time scoring. Achieved 96.7% AUC-ROC with SHAP-based explainability.
Python FastAPI XGBoost SHAP Google Cloud
[Live API Docs](https://alpha-7g3-sentinel-fraud-detection.hf.space/docs) • [Source Code](https://github.com/celpha2svx/sentinel-fraud-detection)

### Systems Research

Matrix-RISCV | Custom RISC-V matrix multiplication extension for ML on constrained hardware. Achieved 50% fewer instructions optimized for edge environments. *(arXiv manuscript in prep)*
C RISC-V Assembly Computer Architecture
[Source Code](https://github.com/celpha2svx/matrix-riscv)

### Developer Infrastructure

Solvix | CLI for analyzing software systems before AI intervention. Evaluated on 31 real-world repos with an engineering-first approach.
Python CLI Static Analysis
[Source Code](https://github.com/celpha2svx/solvix)

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## Current Focus

- WorldQuant University — Data Science Lab
- Preparing for MSc in Financial Engineering
- Advancing Matrix-RISCV research and developing Solvix into production

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## Tech Stack

| Domain | Technologies |
| :--- | :--- |
| Languages | Python C C++ SQL |
| Data & ML | Pandas NumPy Scikit-learn XGBoost SHAP FastAPI |
| Systems | RISC-V Computer Architecture Operating Systems Linux |
| Tools | Git GitHub Google Cloud Jupyter |

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Open to data science roles, research collaborations, engineering projects, and technical conversations.