Mohammad Umer Ishtiaq
Machine Learning Engineer @Umeabic
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WORK HISTORY
Machine Learning Engineer @Umeabic
GB
EDUCATION
Shaheed Zulfikar Ali Bhutto Institute of Science and Technology
Bachelor's degree, Computer Science
University of Bradford
Master's degree, Big Data Science and Technology
ABOUT MOHAMMAD UMER ISHTIAQ
I’m a & focused on building production-grade AI systems that solve real business problems, not just demos.With hands-on experience across LLMs, Retrieval-Augmented Generation (RAG), deep learning, and MLOps, I design and deploy intelligent systems that are reliable, scalable, and measurable in impact. My work spans healthcare, finance, SaaS, and startups, where I’ve delivered AI solutions that reduced operational costs, improved decision-making, and automated complex workflows.I hold a ’ & () and have professional experience delivering end-to-end AI solutions, from data engineering and model training to cloud deployment and monitoring- Generative AI & LLM Systems- Building custom applications using GPT-4, Claude, Llama, Mistral, and Gemini, including prompt engineering, fine-tuning, and multi-model orchestration. & - Designing end-to-end RAG pipelines with vector databases (Pinecone, FAISS, Qdrant, Weaviate) for document intelligence and semantic search. & - Predictive modeling, NLP, computer vision, and time-series forecasting using PyTorch, TensorFlow, and Scikit-learn. & - API development with FastAPI, Dockerized deployments, CI/CD, and cloud platforms (AWS, GCP, Azure)- Built an LLM-powered RAG system that reduced customer support time % for a healthcare SaaS- Deployed conversational AI handling + daily interactions with %- Delivered AI-driven document processing systems handling +%.What sets me apart is my ability to bridge technical depth with business outcomes. I focus on clean architecture, cost-efficient design, and clear communication, so AI solutions are not only powerful but also practical and sustainable.| & 🤝 - Let’s connect and build something meaningful with AI.
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