Humble Otamiri

Conducted end-to-end thesis research on defect detection in Powder Bed Fusion Electron Beam manufacturing using two complementary data modalities, from data preparation through model evaluation and technical reporting.

Developed the data engineering layer for an offline ASL-to-voice MVP, including video ingestion, validation, normalization, and downstream handoff workflows. Built deterministic ETL that standardized raw videos to 25 FPS H.264 while validating six input dimensions.

Evaluated Google Gemini-related agent systems and developed workflows to analyze model behavior, failure modes, and structured and unstructured outputs. Designed scalable Model Context Protocol agent-to-agent workflows with real APIs and tools, and benchmarked three leading LLMs across three evaluation categories.

Translated engineering questions around Active Traction Control and Differential Lock performance into metrics, event logic, reusable analytical views, and Power BI dashboards. Processed high-frequency truck sensor data and built seven reusable Power BI analysis views covering vehicle dynamics, load, torque, and more.

Delivered four core Mechanical Engineering Technology courses and coordinated practical laboratory sessions in Thermodynamics, Engineering Dynamics, Measurement and Control Systems, and Refrigeration and Air Conditioning. Supervised student projects and theses, designed assessments, and mentored students.

Delivered freelance analytics and machine learning projects from requirements gathering and data preparation through dashboards, modeling, deployment, and stakeholder communication. Built ETL and analytics workflows with SQL, Python, PySpark, Airflow, Docker, Databricks, and Delta Lake for reliable reporting and downstream ML use cases.

Developed and deployed machine learning solutions across five retail use cases including search, recommendation, content generation, demand forecasting, and product affinity. Built production ML pipelines with Python, PySpark, Databricks, Delta Lake, and MLflow for experiment tracking, model registry, deployment, and reproducibility.

Pursuing a Master of Science in Robotics and Automation from University West, with an expected completion in June 2026.

Pursued a Master of Technology in Mechanical Engineering with a Thermofluid option from Rivers State University.

Completed a Software Engineering program with a specialization in Backend from ALX Africa.

Earned a Bachelor of Technology in Mechanical Engineering from Rivers State University of Science and Technology.