Sadiya Muhammad Kilgori
Sadiya Muhammad Kilgori

AI and Machine Learning Engineer

Actively looking · Member since 4 Aug 2026
Message
Location
Abuja, Nigeria
Desired salary
Unspecified
Work preference
Remote Only / Full Time, Part Time
Experience level
Junior

About

Professional summary

I am an AI and Machine Learning Engineer focused on natural language processing, Python, and model deployment. I build practical machine learning systems from data preparation through live inference.

I developed the Hausa Crisis Signal Detector, a production-grade text classification system fine-tuned on AfriBERTa for humanitarian crisis detection in Hausa-language text. I managed the workflow from dataset labelling and training to evaluation, interface development, and deployment on Hugging Face Spaces.

I work with Python, transformers, scikit-learn, pandas, NumPy, and Gradio. My experience includes NLP classification, model fine-tuning, data cleaning, automated pipelines, RSS scraping, and structured data workflows.

I also have software development experience in agile environments, including requirements gathering, testing, release support, technical documentation, and collaboration with engineering and product teams. My training covers algorithms, data structures, system design, and collaborative development practices.

I am passionate about building accessible AI systems for underserved communities and markets. I am particularly interested in low-resource language machine learning, conversational AI, automation, and data-driven products.

Skills

18 capabilities

Tech stack & tools

Working toolkit

Application Utilities

Data Stores

Design

Libraries

Experience

Career history

AI and ML Project Developer — Hausa Crisis Signal Detector Independent

I fine-tuned an AfriBERTa transformer model using a labelled dataset of 219 Hausa-language examples. The model classifies text across six humanitarian crisis categories: conflict, displacement, food insecurity, disease outbreak, flood, and no crisis.

I owned the end-to-end machine learning pipeline, including data collection and labelling, GPU-based training in Google Colab, evaluation and iteration, Gradio interface development, and deployment to Hugging Face Spaces.

Predictive Modeling for Agriculture DataCamp

I built and evaluated a supervised classification model that predicts crop type from soil metrics using Python, scikit-learn, and pandas.

I implemented train-test splitting, model selection, hyperparameter tuning, and accuracy evaluation across multiple classifiers.

AI and ML Project Developer — Invisible North Automated NLP Pipeline Independent

I am building an automated news scraping and NLP classification pipeline that ingests Hausa and English news daily and classifies crisis incidents using a deployed model.

The architecture includes an RSS scraper, NLP classifier, JSON database, Gradio dashboard, and GitHub Actions for daily automation. The project focuses on end-to-end ML system design and automated inference pipelines.

Agile Developer XCELSZ

I participated in the full software development lifecycle, including design, testing, release, and post-launch support within an agile sprint framework.

I collaborated with engineering and product teams to gather requirements, deliver iterative builds against sprint milestones, produce technical documentation, and support stakeholder requirement validation.

Research Intern Standard DAO

I managed research databases and prepared datasets for analysis and evidence generation.

I implemented data cleaning and structuring pipelines to improve the usability and organization of research data.

Software Engineering Programme Graduate ALX Africa

I completed software engineering training covering Python, algorithms, data structures, system design, and collaborative development practices.

The programme strengthened my foundation in software development and team-based engineering workflows.

Education

Learning history

Ahmadu Bello University, Zaria

MSc, International Affairs and Diplomacy

NYSC completed.

Sokoto State University, Sokoto

BA, History

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