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Mustafa Anis Hussain

Mustafa Anis Hussain

AI researcher and MComp student at the National University of Singapore

Building and evaluating reasoning systems.

I am a Masters student at the National University of Singapore pursuing a Masters in Computer Science, after completing my bachelors in Computer Engineering. My interests sit between systems, machine learning, reasoning, planning, and post-training of language models.

I am currently working at the Scalable AI Lab under Prof. Lu Yao, focusing on post-training LLMs into specialized knowledge-aware agents and building concrete benchmarks for measuring reasoning behavior.

Selected Work

Work Experience

Machine Learning Engineer Intern

Infiniwell, Trondheim, Norway

July 2024 - Dec 2024
  • Built and trained ML models for ECG classification using deep learning architectures.
  • Implemented attention mechanisms, positional embeddings, and transformer blocks for time-series medical data.
  • Engineered data processing pipelines with wavelet-based signal denoising.
  • Built an end-to-end ML pipeline using Kedro, Neptune, and TensorBoard.

Software Engineering Intern

Curium, Singapore

May 2023 - Nov 2023
  • Built interactive 3D sensor data visualization software using React, Three.js, Django, and GraphQL.
  • Implemented frame-by-frame animation, rotation controls, and 3D visualization features.
  • Developed ROS pipelines for live motion tracking with multiple LiDAR sensors.
  • Deployed applications on AWS using S3, EC2, and Elastic Beanstalk.

Technology Intern

Technology Centre for Offshore and Marine Singapore

Mar 2021 - June 2021
  • Compared LoRaWAN, Zigbee, and Bluetooth for real-time data acquisition.
  • Conducted experimental studies on resistive wave probes for commercial ocean basin applications.
  • Prepared operation documentation and risk assessments.

Education

Masters of Computing, Computer Science

National University of Singapore

Aug 2025 - May 2026
  • Thesis-track MComp advised by Prof. Lu Yao at the Scalable AI Lab.
  • Research focus: post-training LLMs to create specialized knowledge-aware agents.

Bachelor of Engineering, Computer Engineering

National University of Singapore

Aug 2021 - May 2025
  • Graduated with Honours (Distinction).
  • Member of NUS IEEE Student Branch and Cricket Team.
  • Accepted into the National Overseas College entrepreneurship programme.

Raffles Diploma and A Levels

Raffles Institution

2013 - 2018
  • Gifted Education scholarship recipient.
  • Captain of Cricket Team and Deputy Head of Moor House.

Technical Toolkit

Programming

Python, C/C++, JavaScript, SQL

Machine Learning

PyTorch, TensorFlow, deep RL, transformers, model evaluation

Web and Visualization

React, Django, Flask, Three.js, GraphQL, static benchmark viewers

Systems and Tools

AWS, Docker, Git, ROS, Linux

Reach Out

© 2026 Mustafa Anis Hussain