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surfmeup

AI / Machine Learning Engineer
Open to Remote Opportunities

📧 alexchong59@outlook.com
🔗 LinkedIn
💻 GitHub


About Me

AI Engineer with hands-on experience building production-grade machine learning systems and deep learning models.

Strong focus on:

  • Time-series forecasting (ARIMA, CatBoost)
  • High-dimensional data modeling (36k+ features)
  • End-to-end ML pipelines and real-world deployment

Ranked Top 0.3% (26 / 11,000+) in a global AI competition.


Technical Skills

Languages
Python, SQL

Machine Learning
CatBoost, Scikit-learn, TensorFlow, PyTorch

Time Series
ARIMA, Forecasting

Deep Learning
Conditional Variational Autoencoder (CVAE)

Data Tools
Pandas, NumPy, Matplotlib

Deployment
FastAPI, Docker (basic)

Other
Git, Linux, REST APIs


Experience

AI / Machine Learning Engineer

Nori Malaysia | Apr 2023 – Dec 2025

  • Built and deployed demand forecasting models using ARIMA and CatBoost
  • Designed end-to-end ML pipelines (preprocessing → training → evaluation)
  • Improved forecasting accuracy using seasonality and trend modeling
  • Worked with business teams to turn predictions into actionable decisions

Projects

Demand Forecasting System

  • Combined ARIMA + CatBoost for improved prediction accuracy
  • Built scalable pipeline for real-world e-commerce data
  • Focused on reliability and production usability

CrunchDAO Competition – Broad Obesity 2

  • Ranked 26th / 11,000+ (Top 0.3%)
  • Built CVAE model to predict 36,601 gene expression values
  • Applied Incremental PCA for dimensionality reduction
  • Improved generalization on high-dimensional data

Interests

  • Real-world AI applications (e-commerce, biotech)
  • High-dimensional data problems
  • LLMs, AI agents, and production AI systems
  • MLOps and scalable ML infrastructure

Currently

  • Exploring LLM applications and AI agents
  • Improving full-stack + ML system design
  • Open to remote AI/ML roles

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