Omer Nasir
@omernasir
AI/ML engineer specializing in speech and medical imaging solutions with scalable MLOps expertise.
What I'm looking for
I am an AI/ML engineer with hands-on experience building end-to-end systems for speech analytics, clinical NLP, and medical imaging. I design scalable pipelines, deploy production APIs, and implement secure, compliant infrastructure to deliver reliable ML products.
My work includes architecting an AI-powered psychiatric analysis platform with WhisperX and SpeechBrain, building React/FastAPI stacks integrating local LLM inference, and developing self-supervised pretraining and segmentation workflows for microscopy using SwinV2 and Mask2Former.
I prioritize reproducibility, observability, and HIPAA-grade security in production: I implement MLOps best practices (Airflow, MLflow), cloud deployments (AWS EC2), monitoring (Grafana/Prometheus), and access control to ensure robust, auditable ML systems that drive measurable efficiency gains.
Experience
Work history, roles, and key accomplishments
AI Engineer
Confidential (United States, Remote)
Apr 2025 - Present (6 months)
Developed an end-to-end speech analytics pipeline achieving 96% transcription accuracy, automated opportunity detection and intelligent alerting to reduce revenue loss, and delivered a React dashboard for live performance tracking and call quality assessment.
AI Engineer
Confidential (Germany, Remote)
Jan 2025 - Present (9 months)
Architected an AI-powered psychiatric analysis platform that reduced manual transcription time from 8 hours to 20 minutes per session and automated clinical note generation to cut documentation time by 85%. Implemented local LLM inference, robust SSO (OIDC/SAML) over private VPN, and achieved 97%+ transcription/diarization accuracy with 99.5% uptime for 25+ healthcare staff.
Computer Vision Engineer
Confidential (Switzerland, Remote)
Jun 2025 - Sep 2025 (3 months)
Built self-supervised pretraining using SwinV2-Large with iBOT and implemented Mask2Former in Detectron2 for microscopy segmentation, enabling scalable distributed experiments and automated batch inference for cell area calculations.
Teaching & Lab Assistant
FAST-NUCES
Jan 2021 - Jun 2025 (4 years 5 months)
Assisted Linear Algebra, Operating Systems, and programming labs, supporting 100+ students and mentoring on Python, C, and software development best practices across coursework and lab sessions.
Software Engineering Intern
LearnOBots
Jul 2024 - Sep 2024 (2 months)
Built production-ready RESTful APIs with FastAPI and deployed scalable applications on AWS EC2 with MongoDB, improving backend efficiency by 25% and delivering documented endpoints with robust error handling.
AI/ML Intern
UrduX, FAST-NUCES
Jun 2024 - Aug 2024 (2 months)
Developed an LLM-powered legal chatbot with RAG architecture using Pinecone and FastAPI, improving response accuracy by 40% and reducing API latency by 30% through optimization and low-latency deployment.
NLP Intern
AIM Lab
Jun 2023 - Aug 2023 (2 months)
Built a transformer-based Urdu-to-English proverb translation model using MarianMT and created a 2,000+ pair custom dataset, improving translation accuracy by 70% for domain-specific tasks.
Education
Degrees, certifications, and relevant coursework
FAST National University of Computer and Emerging Sciences
Bachelor of Science, Computer Science
2021 - 2025
Bachelor of Science in Computer Science with coursework in Machine Learning, Deep Learning, Natural Language Processing, Data Structures, Algorithms, Linear Algebra, and Operating Systems.
Availability
Location
Authorized to work in
Social media
Job categories
Skills
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