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Muhammad Umair Akram

Senior Solution ArchitectSenior ML & Software Engineer | 13 yrs | Python, Computer Vision, AI Agent Workflows

Pakistan flagKarachi, Pakistan
$40.00/hrExpertRoboflowCVAT

Key Skills

Software

RoboflowRoboflow
CVATCVAT

Top Subject Matter

Software Engineering / Programming / Coding
Machine Learning / AI / Artificial Intelligence
Computer Vision / Image Processing

Top Data Types

ImageImage
TextText
Computer Code ProgrammingComputer Code Programming

Top Task Types

TranscriptionTranscription
Object DetectionObject Detection
Bounding BoxBounding Box
SegmentationSegmentation
ClassificationClassification

Freelancer Overview

Senior Solution Architect. Brings 16+ years of professional experience across complex professional workflows, research, and quality-focused execution. Education includes Bachelor of Science, FAST-NUCES (2011). AI-training focus includes data types such as Image and labeling workflows including OCR.

ExpertEnglishUrdu

Labeling Experience

2025 — Computer Vision / Document AI Project (consulting work)

DocumentBounding Box
- Built a YOLOv11-based detection model for stamps and signatures on regulated banking documents - Used Roboflow for image annotation, bounding-box labeling, class taxonomy management, and YOLO-format dataset export - Designed augmentation strategy tuned to scanned-document edge cases (faxed pages, phone-photographed scans, watermarked frames) - Deployed via FastAPI + ONNX runtime on CPU for slim production containerization - Published technical writeup: https://dev.to/anticrusader/fine-tuning-yolov11-to-detect-stamps-and-signatures-on-banking-documents-a-practical-walkthrough-5753

- Built a YOLOv11-based detection model for stamps and signatures on regulated banking documents - Used Roboflow for image annotation, bounding-box labeling, class taxonomy management, and YOLO-format dataset export - Designed augmentation strategy tuned to scanned-document edge cases (faxed pages, phone-photographed scans, watermarked frames) - Deployed via FastAPI + ONNX runtime on CPU for slim production containerization - Published technical writeup: https://dev.to/anticrusader/fine-tuning-yolov11-to-detect-stamps-and-signatures-on-banking-documents-a-practical-walkthrough-5753

2025 - 2025

Senior Solution Architect

ImageText Generation
As Senior Solution Architect, I created enterprise-grade OCR and computer vision solutions for secure authentication processes. My focus was on designing scalable, custom deep learning architectures to eliminate operational bottlenecks. The role required expertise in machine learning, large-scale system design, and productionizing AI frameworks. • Architected and delivered deep learning OCR platform automating CAPTCHA-based authentication in 1Link ecosystem. • Designed custom vision architecture using a modified NFNet for accurate, real-time character recognition. • Implemented a high-reliability inference framework with Test-Time Augmentation and performance governance. • Translated technical model metrics into actionable business insights for operational efficiency.

As Senior Solution Architect, I created enterprise-grade OCR and computer vision solutions for secure authentication processes. My focus was on designing scalable, custom deep learning architectures to eliminate operational bottlenecks. The role required expertise in machine learning, large-scale system design, and productionizing AI frameworks. • Architected and delivered deep learning OCR platform automating CAPTCHA-based authentication in 1Link ecosystem. • Designed custom vision architecture using a modified NFNet for accurate, real-time character recognition. • Implemented a high-reliability inference framework with Test-Time Augmentation and performance governance. • Translated technical model metrics into actionable business insights for operational efficiency.

2025 - 2025

Education

F

FAST-NUCES

Bachelor of Science, Computer Science

Bachelor of Science
2006 - 2011

Work History

M

Mercurial Minds

Principal Solution Architect

Karachi
2025 - Present
M

Mercurial Minds

Senior Solution Architect

Karachi
2023 - 2025