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Muhammad I. — Mid-Level AI/ML Engineer from Pakistan

Muhammad I.

Mid-Level AI/ML Engineer

Pakistan 1-2 years
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About

Muhammad I. is an accomplished AI-focused Software Engineer from Pakistan, currently working remotely and open to relocation. He possesses substantial experience in Large Language Models (LLMs), Natural Language Processing (NLP), and full-stack development. At Invictus Zone, he oversees AI and LLM-related tasks, focusing on data annotation and high-quality training dataset creation. His previous role at Jeju National University involved chatbot development and NLP research, prioritizing reasoning and Chain-of-Thought datasets. At Scale AI, he performed multilingual QA and data annotation for LLM training pipelines. Skilled in Python, React, vector databases, and cloud-based AI workflows, Muhammad's expertise extends to developing tools for real-world applications, illustrated by projects like a Retrieval-Augmented Generation (RAG) travel assistant and an NLP toolkit for Urdu language. He holds a bachelor's degree in Computer Engineering from the National University of Sciences & Technology, with academic emphases on AI, machine learning, and data structures.

Experience

  • Software Engineer

    Invictus Zone · 2025 — Present
    Engaged in freelance work focused on AI and LLM-related tasks, such as data annotation and quality assurance. Improved model outputs by evaluating reasoning, factual accuracy, and alignment with guidelines. Conducted thorough reviews of AI-generated content to support the creation of high-quality training datasets. Collaborated in a detailed, guideline-driven environment.
  • Research Assistant – AI / NLP

    Jeju National University · 2023 — 2025
    Participated in chatbot development and NLP research, focusing on reasoning and Chain-of-Thought datasets. Designed and curated datasets aimed at enhancing LLM reasoning and response quality. Utilized data augmentation techniques to improve model robustness. Worked together with researchers to evaluate LLM outputs and enhance conversational accuracy.
  • Computer Science Expert (AI Data & QA)

    Scale AI · 2023 — 2024
    Conducted multilingual QA and data annotation for LLM training pipelines. Assessed AI-generated responses for correctness, safety, and reasoning quality. Contributed to enhancing the quality of datasets used for large-scale model training while adhering to detailed guidelines and strict quality benchmarks.
  • Junior Software Developer (Part time)

    Invictus Zone · 2021 — 2023
    Developed and maintained web applications leveraging PHP, React, and JavaScript. Focused on backend logic, REST APIs, and database integrations. Worked collaboratively with cross-functional teams to deliver client-facing solutions while assisting in debugging, testing, and optimizing performance.

Skills & Expertise

Education

  • Bachelor of Computer Engineering
    National University of Sciences & Technology (NUST)

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