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Muhammad Rameez

@muhammadrameez

Lead AI/ML Architect specializing in Generative AI, LLMs, RAG, and agentic systems for production-ready enterprise platforms.

Pakistan

Message

What I'm looking for

I’m looking to architect and scale responsible Generative AI systems—LLMs, RAG, and agentic workflows—with strong MLOps/LLMOps practices, clear AI governance, and teams that value long-term maintainability and measurable business impact.

I’m a Lead AI/ML Architect with 9+ years of experience designing, building, and scaling machine learning and Generative AI systems for enterprise organizations. I specialize in end-to-end delivery—from foundational ML pipelines to advanced Large Language Model (LLM) applications, RAG, and autonomous multi-agent systems.

I combine deep expertise in MLOps, LLMOps, and cloud-native architecture with practical leadership in AI governance, stakeholder management, and team mentorship. I’m known for turning complex business challenges into automated, production-ready AI platforms across fintech, healthcare, insurance, and other technology-driven industries.

In my recent role, I architect enterprise-grade Generative AI solutions using LLMs, RAG, and orchestration frameworks like LangGraph, CrewAI, and Model Context Protocol (MCP). I establish governance, security, observability, and evaluation practices to ensure responsible and reliable deployment, while guiding teams through building, deploying, and optimizing AI systems.

Experience

Work history, roles, and key accomplishments

Current

Lead AI/ML Engineer

Current

P2H

May 2022 - Present (4 years 1 month)

Architect and deliver enterprise-grade generative AI solutions using LLMs, RAG, and agentic workflows to turn business needs into scalable AI products. Establish governance, security, observability, and evaluation frameworks while leading MLOps/LLMOps for production deployments.

Generative AI LLM Retrieval Augmented Generation (RAG)AI Agents LangGraph LLMOps MLOps Vector Databases Model Monitoring

Senior Machine Learning Engineer

Arhamsoft (Pvt) Ltd

Jun 2019 - Apr 2022 (2 years 10 months)

Developed and deployed machine learning solutions using Python, TensorFlow, PyTorch, and scikit-learn for predictive modeling and deep learning. Built end-to-end ML pipelines and integrated trained ML components into backend services and APIs to improve automation and operational efficiency.

Machine Learning Deep Learning NLP Computer Vision Python TensorFlow PyTorch scikit learn API Integration

Software Engineer (Machine Learning)

Netsol Technologies Inc

Oct 2016 - May 2019 (2 years 7 months)

Implemented data processing pipelines and model training workflows to support machine learning initiatives. Built and validated early-stage predictive models, contributed to NLP and computer vision proof-of-concepts, and supported integration of ML components into broader software applications.

Machine Learning Python data preprocessing Feature Engineering NLP Computer Vision Model Evaluation Data Pipelines