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Muhammad S.

Muhammad S.

AI & Machine Learning Engineer · Junior

Pakistan · Rate on request

Professional Overview

MLOps & AI Platform Engineer with hands-on experience designing Kubernetes-native control planes, KServe multi-model serving platforms, and Kubeflow continuous learning pipelines. Proven track record of improving GPU utilization by 40% and cutting operational costs by ~80% on real-time AI systems.

Areas of Expertise

AI & Machine Learning Engineers

Design, train, and ship production ML models — from data pipelines to model inference at scale. Covers supervised learning, neural networks, LLM integration, and model optimisation.

MLOps & AI Infrastructure

Architect scalable ML infrastructure — CI/CD for ML, model versioning, experiment tracking, monitoring, and cloud deployment on AWS, GCP, or Azure.

AI Product & Strategy

Translate AI capabilities into product roadmaps, define success metrics, and drive adoption across engineering and business teams.

NLP & Prompt Engineering

Build natural language processing systems, fine-tune large language models, and craft reliable production prompts for AI-powered products.

Open to

Full-time Part-time Freelance Contract Contract-to-hire

Skills

PyTorch TensorFlow Kubernetes Docker FastAPI vector databases LangChain Computer Vision SQL RAG

Experience Level

Junior

Current location

Pakistan

Time Zone

London UTC+0

Primary Work Language

English

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