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Elizabeth-Mwania/README.md

Elizabeth Mwania

Data Scientist | AI & Software Engineer | Data/ML Engineer | NLP & LLMs

I build data-intensive and AI-powered systems, with a focus on Python, machine learning, NLP, LLMs, data engineering, and low-resource language technologies.

My background spans software engineering, data science, machine learning research, and production data systems. I enjoy turning research and data into reliable, reproducible, and useful software.

What I Work With

  • πŸ€– AI/ML: NLP, Transformers, LLMs, ASR
  • 🐍 Programming: Python, SQL, R
  • πŸ—οΈ Data Engineering: BigQuery, Spark, PySpark, ETL/ELT
  • 🧠 NLP: Low-resource & multilingual language technologies
  • πŸ”Ž AI Evaluation: Model benchmarking and evaluation
  • βš™οΈ Engineering: APIs, Docker, Git/GitHub, CI/CD
  • πŸ“Š Data: PostgreSQL, analytics and visualization

Featured Projects

🏦 Loan Customer Intelligence

End-to-end data engineering and analytics work focused on transforming lending data into actionable customer intelligence.

πŸ—£οΈ Kamba ASR with Wav2Vec 2.0

Fine-tuning and evaluation of Wav2Vec 2.0 for automatic speech recognition in Kikamba, a low-resource African language.

🌍 AfroBench

Work on evaluating language models for African languages, with a focus on low-resource and multilingual NLP.

🧠 African Language POS Tagging

Transformer-based part-of-speech tagging for African languages using modern NLP techniques.

Interests

I'm particularly interested in building:

  • AI-powered applications
  • LLM and NLP systems
  • Intelligent data platforms
  • Low-resource language technologies
  • Machine learning infrastructure
  • Reliable and reproducible AI systems

πŸ“« Open to: AI Engineering, Software Engineering, Data Engineering, ML Engineering, and NLP/LLM opportunities.

Pinned Loading

  1. loan-customer-intelligence loan-customer-intelligence Public

    Enterprise data engineering and business intelligence platform that ingests, transforms, stores, analyzes, and visualizes financial and customer data from multiple source systems (simulation data).

    Python

  2. kamba-asr-facebook-w2v-bert-2 kamba-asr-facebook-w2v-bert-2 Public

    First ASR baseline for Kamba (Kikamba), a Kenyan Bantu language. Fine-tunes facebook/w2v-bert-2.0 on 10 hours of speech achieving 28.7% WER. Built for low-resource African language speech research.

    Python

  3. part-of-speech-tagging-africa part-of-speech-tagging-africa Public

    This project implements Part-of-Speech (POS) tagging system for Swahili (Kiswahili), a morphologically rich African language. By utilizing Transfer Learning from multilingual transformer models (sp…

    Jupyter Notebook

  4. AfroBench AfroBench Public

    Forked from McGill-NLP/AfroBench

    Large Scale Benchmark of Large Language Models on African Languages

    Python

  5. PCA-SPCA-EFA-Study PCA-SPCA-EFA-Study Public

    R

  6. Commodity-analysis-in-MEA Commodity-analysis-in-MEA Public

    Mineral Facilities Analysis in Middle East & Africa

    Python