komal Sukheja
@komalsukheja
Machine Learning Engineer building production-ready Python data pipelines and computer vision models to improve real-world surveillance.
What I'm looking for
I’m a Machine Learning Engineer focused on turning data and computer vision ideas into production-ready ML models and data pipelines using Python. I’ve worked on real-time computer vision for security use cases, building systems designed for measurable performance gains.
At Cycomverse, I engineered feature extraction and preprocessing workflows with Pandas, NumPy, and visualization tooling to streamline dataset preparation for production ML training. I developed and deployed real-time person detection and object counting models using PyTorch with YOLO, and I also built anomaly detection solutions for suspicious activity and shoplifting. Through hyperparameter tuning and rigorous testing, I improved inference speed by 20% and increased prediction consistency.
Earlier, I strengthened my data and modeling foundation through roles as a Junior Consultant and Data Analyst Apprentice, including consolidating and cleaning multi-subsidiary financial data with Excel automation and ETL processes for 100% data accuracy, and creating a £1.5M predictive cost model with scenario analysis. I also built KPI dashboards with Excel and SQL, improving data visibility and insight accessibility by 30%. I bring this end-to-end mindset into my projects—like a Smart Document Scanner web app (OpenCV + Streamlit) and ML-powered analytics apps—so the work is both technically sound and genuinely useful.
Experience
Work history, roles, and key accomplishments
Data Analyst Apprentice
IEC - Institute of Emerging Careers
Aug 2023 - Dec 2023 (4 months)
Built KPI dashboards in Excel and SQL to support agile, data-driven reporting and decision-making. Improved data pipeline logic and trend analysis, increasing data visibility and insights accessibility by 30% and delivering weekly analytical insights.
Education
Degrees, certifications, and relevant coursework
IBA University, Sukkur
Bachelor of Science, Accounting & Finance
2019 - 2023
Completed a BS in Accounting & Finance at IBA University, Sukkur from Aug 2019 to Dec 2023.
Availability
Location
Authorized to work in
Job categories
Skills
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