Senior AI/ML Engineer with 6+ years building and deploying Generative AI, LLM, and NLP systems across healthcare and enterprise environments. I specialize in fine-tuning and deploying Transformer models (GPT, Llama, Qwen), RAG architectures, and semantic search, with production-grade MLOps on AWS, Azure, and GCP. I own the full lifecycle—from defining the business problem to training, deploying, and monitoring secure models in real usage—partnering closely with engineering and business stakeholders to ship AI that performs reliably in production.

Muhammad Shoaib

Senior AI/ML Engineer with 6+ years building and deploying Generative AI, LLM, and NLP systems across healthcare and enterprise environments. I specialize in fine-tuning and deploying Transformer models (GPT, Llama, Qwen), RAG architectures, and semantic search, with production-grade MLOps on AWS, Azure, and GCP. I own the full lifecycle—from defining the business problem to training, deploying, and monitoring secure models in real usage—partnering closely with engineering and business stakeholders to ship AI that performs reliably in production.

Available to hire

Senior AI/ML Engineer with 6+ years building and deploying Generative AI, LLM, and NLP systems across healthcare and enterprise environments. I specialize in fine-tuning and deploying Transformer models (GPT, Llama, Qwen), RAG architectures, and semantic search, with production-grade MLOps on AWS, Azure, and GCP.

I own the full lifecycle—from defining the business problem to training, deploying, and monitoring secure models in real usage—partnering closely with engineering and business stakeholders to ship AI that performs reliably in production.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
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Beginner
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Language

English
Advanced
Urdu
Fluent

Work Experience

Senior Machine Learning Engineer at DataOnMatrix
July 1, 2022 - Present
Designed and deployed Transformer-based Generative AI models using GPT, Llama, and Qwen architectures for enterprise and healthcare use cases. Built production-grade deep learning pipelines in PyTorch and TensorFlow for structured/unstructured datasets at scale. Fine-tuned LLM performance and inference workflows to improve efficiency and accuracy across experimental and production environments. Optimized and integrated ML/AI pipelines into core engineering workflows to boost scalability and reliability. Streamlined data preprocessing and analytics pipelines, turning unstructured data into actionable insights for downstream decisions. Authored technical documentation for model architectures and data strategies to support maintainability and collaboration.
AI/ML Engineer at Biafotech DMCC
July 1, 2020 - July 1, 2022
Built scalable machine learning pipelines for predictive analytics and business intelligence, including classification, regression, and clustering. Developed REST APIs and AI microservices in FastAPI for real-time model deployment and inference. Implemented real-time data streaming and event-driven processing with Apache Kafka. Deployed and monitored ML models on AWS and Azure, building retraining and drift-detection workflows to sustain production performance. Collaborated with Agile cross-functional teams to embed AI-driven solutions into enterprise applications.
AI/ML Engineer at PAiT
August 1, 2019 - June 1, 2020
Developed NLP solutions for text processing, analytics, and intelligent data extraction, along with recommendation systems to optimize operational workflows. Built end-to-end ML pipelines for training, validation, deployment, and monitoring for enterprise decision support. Conducted EDA, feature engineering, and hyperparameter tuning to improve accuracy and scalability. Integrated ML models into enterprise applications via REST APIs and a microservices architecture.

Education

M.S. in Computer Science (Gold Medalist) at The University of Lahore
January 1, 2018 - January 1, 2020
B.S. in Computer Science at The University of Lahore
January 1, 2012 - January 1, 2016

Qualifications

Add your qualifications or awards here.

Industry Experience

Healthcare, Professional Services, Software & Internet, Manufacturing, Financial Services

Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Beginner
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