Kumah Gabriel
@kumahgabriel
Machine learning engineer specializing in predictive models and industrial automation.
GhanaWhat I'm looking for
I am a machine learning engineer with over 10 years of experience building statistical ML solutions and demand forecasting models that improve forecast accuracy and operational uptime.
At Tropical Business Solutions I designed deep learning models and computer vision algorithms that reduced robot downtime by 83% and optimized personalization across 25+ applications serving 372K users. I have tracked large-scale sensor pipelines (100TB) and researched tools such as TensorFlow LSTM networks and OpenCV to enhance performance.
Previously I automated production floors and improved system availability, creating algorithms and monitoring programs for dozens of robotic arms and thousands of lines of code to convert manual processes to fully computerized systems and increase client profitability.
Experience
Work history, roles, and key accomplishments
Machine Learning Engineer
Tropical Business Solutions
Jan 2015 - Jan 2025 (10 years)
Implemented statistical ML and demand-forecasting solutions; tracked health of 15+ robots collecting 100TB of sensor data and designed a deep learning anomaly detection model that reduced monthly downtime by 83%.
Automation Engineer
Zebra Computers Limited
Jan 2010 - Jan 2015 (5 years)
Automated production floor by developing algorithms and work instructions for 30+ hardware installations, creating monitoring software for 45+ robotic arms and increasing client annual profits by $150K.
Computer Systems Analyst
Omatec Ghana Limited
Jan 2009 - Jan 2010 (1 year)
Analyzed 10TB of call-center data to boost productivity 88%, resolved network performance issues raising availability from 48% to 97% in one month, and designed algorithms to improve data throughput for 50K mobile users during a major network upgrade.
Education
Degrees, certifications, and relevant coursework
Accra Institute of Technology
Bachelor of Science, Electrical Engineering and Computer Science
Completed a Bachelor of Science combining Electrical Engineering and Computer Science studies focused on engineering and computing principles.
Availability
Location
GhanaAuthorized to work in
Job categories
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