About Me
The Goat
I specialize in machine learning, data science, and analytics — from designing and deploying deep learning and agentic AI systems, to building end-to-end data pipelines, to putting together BI dashboards that support real decision-making. I'm comfortable owning a project from raw data through a trained model to a stakeholder-facing report, and I default to documenting preprocessing and evaluation decisions clearly enough that the results hold up to scrutiny.
I'm a Computer Science student (3.64 CGPA, Dean's List 2023-2025) who spends most of my time in the space between machine learning and data analytics — training models, wrangling messy datasets into something a pipeline can trust, and turning the output into dashboards someone actually reads. I care about the parts most people skip past: whether a model's mistakes are the safe kind, whether a dataset was sourced honestly, whether the preprocessing steps are documented well enough that someone else (often future me) can reproduce them. Outside of coursework, I've spent a fair number of weekends in hackathons building things end-to-end under a ticking clock.
What I do
Machine Learning & AI
Building end-to-end ML pipelines from raw data through model training, evaluation, and iteration — including deep learning models for computer vision and behavioral biometrics.
Data Analytics & Visualization
Cleaning and analyzing large datasets using Python and SQL, and translating findings into interactive Power BI and Tableau dashboards that support real business decisions.
Agentic AI & Automation
Designing and building multi-agent AI systems that integrate live APIs and automate end-to-end workflows — turning manual, multi-step processes into autonomous pipelines.
NLP & Transformer Models
Applying transformer-based models like DistilBERT for large-scale text classification and sentiment analysis, with hands-on experience building preprocessing pipelines for unstructured data.
Resume
Download CVExperience
Jun 2024 — Sep 2024
Kumon Instructor — Mathematics
Kumon Education Centre
Communicated with students and parents to manage classroom activities and maintain a productive learning environment, and tracked student progress data to identify learning gaps and adjust teaching plans accordingly.
Education
Sep 2023 — Present
Bachelor in Computer Science
Universiti Teknologi MARA, Cawangan Tapah
CGPA 3.64, Dean's List 2023-2025. Relevant coursework: Software Engineering, Operating Systems, Artificial Intelligence, Database Engineering, Data Structures, Business and Data Analytics.
Jul 2022 — May 2023
Physical Module (Matriculation)
Kolej Matrikulasi Pulau Pinang
CGPA 3.71, MUET Band 4.0. Group Leader for a peer-teaching program in Mathematics and Physics.
Jan 2020 — Mar 2022
Secondary Education
SMK Bukit Jambul
2nd runner-up, National KenKen Puzzle Championship 2021. Participated in the STEM Creating Video Competition 2020.
Skills
Programming Languages
- Python
- SQL
- JavaScript
- PHP
- Java
- C++
- MATLAB
Web Technologies
- HTML
- CSS
Frameworks & Libraries
- TensorFlow
- Keras
- Scikit-learn
- OpenCV
- YOLOv8
- Pandas
- Matplotlib
- NLTK
- Transformers (HuggingFace)
- Prophet
Tools & Software
- RapidMiner
- Tableau
- Power BI
- Excel (Macro/VBA)
- MySQL
- PostgreSQL
- MongoDB
- Supabase
- Oracle APEX
- Figma
- Git/GitHub
Spoken Languages
- Malay (Native)
- English (Proficient)
Projects
A few things I've designed, built, and shipped end-to-end.

YouTube Audience Sentiment & Engagement Analytics
What 5,000+ YouTube comments actually say about a video's audience.

Retail Sales Performance Analysis & Forecasting
Turning 9,994 rows of retail transactions into a stakeholder-ready dashboard.

BioType — Behavioral Biometrics Authentication
Verifying identity from how someone types, not just what they type.
Baldness Detection System
A web-based diagnostic tool that classifies scalp condition severity from images.
AdsUrEvent
The frontend for a university event management web application.
Activities
Hackathons and competitions, oldest at the bottom — read it going up.
Hackathons & Competitions
Contact
Have a role, project, or question in mind? I'd like to hear about it.