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Ayaan Sultan

@ayaansultan

AI engineer exploring Generative AI and LLMs; developed MedInfo LLM, a RAG system for localized pharmaceutical information.

Pakistan

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What I'm looking for

I’m looking for opportunities where I can learn from experienced people, contribute to meaningful technical work, and continue developing into a strong AI professional. I’m especially interested in roles, programs, and collaborations that give me room to grow, build, and explore what comes next in AI.

My MedInfo LLM project focused on localized pharmaceutical and drug-related information. I developed the system using LLMs, Retrieval-Augmented Generation, vector databases, and knowledge graphs, and explored quantization and LoRA-based fine-tuning for limited hardware.

I evaluated MedInfo LLM on drug interactions, dosage queries, and matching generic medicines to local brands, with a focus on response reliability and reducing hallucinations. The work also led to a publication on a parameter-efficient retrieval-augmented expert system for localized drug information.

At CISNR UET PESHAWAR, I assisted with assembling, testing, troubleshooting, and installing smart electronic devices. Earlier, at MBE Services, I supported network deployments and troubleshooting at project sites. I’m looking to keep learning and contribute to meaningful technical work as I develop further in AI.

Experience

Work history, roles, and key accomplishments

Electrical Engineer Intern

CISNR UET Peshawar

Feb 2024 - Jul 2024 (5 months)

Assisted with assembly, testing, troubleshooting, and installation of smart electronic devices. Supported technical testing and identification of issues during device assembly and installation.

Electronics Troubleshooting Hardware Testing Installation

Network Support Engineer

MBE Services

Jul 2022 - Sep 2022 (2 months)

Installed and configured network switches, patch panels, I/O points, and client-side faceplates for project sites. Performed end-to-end network point testing, identification, and tagging to ensure proper connectivity and organization.

Network Switches Structured Cabling Patch Panel Installation Troubleshooting Network Infrastructure

Education

Degrees, certifications, and relevant coursework

University of Engineering and Technology

MSc, Artificial Intelligence

2024 -

Developed a strong foundation in artificial intelligence, machine learning, deep learning, intelligent systems, and evolutionary computation, with practical experience applying AI techniques to real-world problems. The program included project-based work in Generative AI and LLMs, with a thesis focusing on an offline LLM-based clinical decision support system for localized pharmaceutical informati

University of Engineering and Technology

Bachelor of Science, Electrical Engineering

2019 - 2023

Built a broad foundation in electrical engineering, electronics, communication systems, computer and wireless networking, signal processing, control systems, embedded systems, and digital technologies. The program combined theoretical engineering concepts with practical laboratory work and project-based learning.