# Swafiyah User

Swafiyah User is a remote worker on Himalayas, Associate Software Engineer at Oxygene Marketing & Communications Limited, based in Rwanda.

Source: https://himalayas.app/@swafiyahuser

```text
I build explainable, offline-first AI systems for low-resource environments.
```

| Detail | Value |
| --- | --- |
| Availability | Looking for a job |
| Location | Rwanda |
| Authorized to work in | Rwanda |
| Salary expectations | 46k+ USD |
| Job categories | Software Engineer, Machine Learning Engineer, Data Scientist, Technical Writer, Technical Instructor |
| Skills | AI, Machine Learning, XGBoost, scikit learn, Pandas, NLTK, SHAP, Natural Language Processing, predictive modeling, Python, fastAPI, Flask, Django, NodeJS, JavaScript, React, SQL, REST APIs, Offline First Architecture, SQLite, PostgreSQL, Google Cloud Platform, Google Cloud Storage, BigQuery, Git, GitHub, Docker, Tesseract OCR, Streamlit, WordPress, Leaflet, OSRM, Web Scraping, Data Structures And Algorithms, DataBase Systems, Human Computer Interaction, User Centered Design, Bilingual Interface Prototyping, Geospatial Mapping, Technical Documentation, Markdown, Jekyll, Confluence, Scrum, Kanban |
| Website | https://github.com/Swaph |
| GitHub | https://github.com/Swaph |

## What I'm looking for

```text
I'm looking to build practical AI and software systems for global health, humanitarian response, financial inclusion, and other low-resource settings, especially where offline-first architecture and explainable decision-making matter.
```

## About

```text
I co-developed AkibaAI, an offline-first credit risk scoring prototype for African SACCOs that transforms consented mobile-money data into explainable risk signals. I engineered 32 behavioral features and an XGBoost model that achieved a cross-validated AUC of 0.989, with SHAP-based bilingual explanations delivered through Streamlit.

I've also built emergency dispatch, NLP triage, demand forecasting, and geospatial routing systems, and delivered responsive web applications at Oxygene Marketing & Communications. Alongside engineering, I tutor computer science students and translate complex technical systems into clear documentation.
```

## Experience

### Associate Software Engineer

Oxygene Marketing & Communications Limited. Jan 2026 - Jul 2026

```text
Delivered responsive web applications and WordPress sites for diverse clients, troubleshooting issues and resolving technical roadblocks. Partnered with cross-functional teams to investigate bugs and execute rapid fixes, maintaining 99.9% production uptime.
```

Skills: WordPress, Web-Development, Troubleshooting, SQL, Agile, Scrum, Kanban, Code-Review

### Peer Technical Instructor

United States International University - Africa. May 2024 - Dec 2025

```text
Provided 1-on-1 and small-group tutoring for upper-division CS modules, guiding students through debugging and lab implementations. Pioneered a visual-heavy revision framework to improve focus and retention.
```

Skills: Tutoring, AI, Web-Development, Databases, Software-Testing, Debugging, pedagogy

### Technical Writing Intern

CyberTalents - ZINAD IT. Aug 2021 - Oct 2021

```text
Authored 20+ user guides and help center articles, standardizing documentation with Markdown and Confluence to reduce support tickets. Managed the full documentation lifecycle and contributed to internal style guides.
```

Skills: Technical-Writer, Markdown, Confluence, Jekyll, Documentation, Collaboration

## Education

### Carnegie Mellon University

Master of Science, Engineering Artificial Intelligence. 2026 - Present

```text
First-year Master of Science student in Engineering Artificial Intelligence, expected to graduate in 2028. Focus on advanced machine learning pipelines, offline-first system architectures, explainable AI, and deploying robust AI solutions for resource-constrained environments.
```

### United States International University

Bachelor of Science, Software Engineering. 2022 - 2026. Grade: 3.72/4.0

Activities and societies: Dean's List Awardee (8 Semesters), Exness Scholar's representative, USIU-A Peer Tutor, Class Representative

```text
Graduating with Honors (Magna Cum Laude) with a CGPA of 3.72/4.0. Dean's List Awardee for eight semesters and served as Exness Scholar's representative, Peer Tutor, and Class Representative.
```

### Zetech University

Diploma, Software Engineering. 2019 - 2021. Grade: Distinction

Activities and societies: Top Female SWE Student 2021, Huawei Seeds for the Future Program 2020

```text
Graduated with Honors (Distinction) and was named Top Female SWE Student 2021. Participated in the Huawei Seeds for the Future Program 2020.
```

## Tech stack

- Google Cloud Platform
- Google Cloud Storage
- GitHub
- Pandas
- PostgreSQL
- SQLite
- Node.js
- Django
- React
- JavaScript
- Python
- Markdown
- scikit-learn
- Streamlit
- NLTK
- Leaflet
- Flask
- FastAPI
- Confluence
- WordPress
- Jekyll
- Git
- Docker
- SQL
- XGBoost

To contact Swafiyah, message them from this profile with a Himalayas employer account: [Hire on Himalayas](https://himalayas.app/hire).

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