~/mustafa-anis-hussain
AI Research
About
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.
Experience
Work Experience
- 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.
- 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.
- 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
Education
- Thesis-track MComp advised by Prof. Lu Yao at the Scalable AI Lab.
- Research focus: post-training LLMs to create specialized knowledge-aware agents.
- Graduated with Honours (Distinction).
- Member of NUS IEEE Student Branch and Cricket Team.
- Accepted into the National Overseas College entrepreneurship programme.
- Gifted Education scholarship recipient.
- Captain of Cricket Team and Deputy Head of Moor House.
Skills
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