Do you train custom models or use existing ones?

Both, and choosing is part of the job. Most problems are solved faster with a pretrained model and careful data handling. When a custom model is justified I have done it: the IEEE Access paper trained transformer models on a custom road-defect dataset.

Can you deploy the model, or only train it?

I deploy it. A model in a notebook is not a feature. I handle serving, monitoring and the integration into your product.

AI development

AI & ML

Machine learning and computer vision in Python, from training through deployment. I published transformer-based segmentation research in IEEE Access in 2025 and ship models into products.

What I build

Custom AI Model Development
Natural Language Processing
Computer Vision Solutions
Predictive Analytics
Data Pipeline Architecture
AI Integration Services

Proof

Published in IEEE Access, 2025: transformer-based segmentation on a custom dataset.
BSc Computer Science, Bahria University, Gold Medalist, 3.83 CGPA. Full background.
Remote client work across the US, Canada, the UK, the UAE, Brazil and Australia.
One engineer from scoping to handover. How an engagement runs.

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Questions clients ask

Do you train custom models or use existing ones?: Both, and choosing is part of the job. Most problems are solved faster with a pretrained model and careful data handling. When a custom model is justified I have done it: the IEEE Access paper trained transformer models on a custom road-defect dataset.
Can you deploy the model, or only train it?: I deploy it. A model in a notebook is not a feature. I handle serving, monitoring and the integration into your product.

Regions, getting started and code ownership are answered once on the FAQ.

Work with me

Need AI & ML work done?

Tell me what you are trying to build and where it is stuck. I work remotely with clients across the US, Canada, the UK, the UAE, Brazil and Australia and reply with questions, a plan and an estimate.

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