Available from April 2026 · Singapore

Chua Siok Cheng

AI / Machine Learning Engineer

Building intelligent systems — from anomaly detection to AI content pipelines

● Open to new opportunities
SCROLL

Who I Am

SC
Singapore

I'm an AI/ML Engineer with hands-on production experience building intelligent systems across OT cybersecurity, AI-driven localization, and content automation. I love the full stack of ML delivery — from raw data pipelines and feature engineering all the way to deployed models and LLM-powered workflows.

My background blends computer science fundamentals (real-time simulation, game engines, C/C++) with practical AI engineering — giving me a systems mindset that's rare in ML. Whether it's an anomaly detection pipeline ingesting OpenSearch telemetry or a multi-channel YouTube content engine running 5+ videos a day, I build things that work in production.

When I'm not engineering AI systems, I'm likely running an algorithmic trading bot or building game projects from scratch in OpenGL.

3+ Years in Tech
5+ AI/ML Projects
2 Cloud Platforms
Coffee Consumed
AI / ML
Time-Series Forecasting Anomaly Detection LLM Integration Feature Engineering Prompt Engineering NLP Model Evaluation Workflow Automation AI Content Generation
Frameworks & Libraries
TensorFlow PyTorch Scikit-learn Keras XGBoost LSTM Prophet ARIMA Streamlit Plotly Pandas NumPy
Cloud & DevOps
GCP Cloud Workflows Cloud Run Cloud Build Artifact Registry GCS Docker CI/CD GitLab GitHub Linux SSH
Languages
Python SQL C C++
Data & Search
OpenSearch FastAPI Alpaca API Telegram Bot API

Where I've Worked

Lifegame
AI Engineer
Dec 2025 – Feb 2026 · Singapore
  • Built AI-driven localization workflows for short-form film and video content using Google Cloud infrastructure
  • Engineered deployment pipelines and Cloud Workflows for automated video dubbing and localization
  • Developed translation adaptation, script preparation, and prompt refinement for multi-language dubbing
  • Created avatar-based ad generation pipelines and AI-assisted script creation from app store content
  • Maintained GitLab version control; refined prompting strategies for localization accuracy and tone consistency
First Watch OT Cybersecurity
ML / AI Engineer
May 2025 – Dec 2025 · Singapore
  • Sole ML Engineer — designed and delivered end-to-end ML pipeline for OT network anomaly detection
  • Automated ingestion of OpenSearch telemetry → structured time-series datasets for traffic, protocol, and comms patterns
  • Implemented preprocessing and feature-engineering layers to maximize anomaly signal quality
  • Built Streamlit dashboards for anomaly investigation and real-time system-health visibility
  • Integrated LLMs to generate analyst-ready natural language anomaly summaries
Yanmar Singapore
Data Analyst Intern
Sep 2024 – Mar 2025 · Singapore
  • Built time-series forecasting models for product sales and service demand
  • Cleaned, merged, and analyzed multi-source business datasets independently
  • Delivered end-to-end analytics project with actionable business insights

What I've Built

📈
theOrangeTrade ACTIVE

Aggressive algorithmic trading bot system with a multi-strategy engine. Includes Telegram integration for real-time alerts, FastAPI backend, and a Streamlit dashboard. Currently paper trading on Alpaca at $100k — moving to live.

Python FastAPI Streamlit Alpaca API Telegram Bot Algo Trading
🎬
AI Content Pipeline ACTIVE

YouTube content automation across 5 channels, producing 5+ videos per day. Full pipeline: script → storyboard → image → video → audio → publish. Orchestrates Claude, Gemini, DALL-E, Kling, and Veo APIs.

Claude API Gemini DALL-E Kling Veo Automation Python
🌍
GenAI Localization & Dubbing

AI workflows for translation adaptation, dubbing, and short-form film/video localization. Built avatar-based ad generation pipelines and AI-assisted script creation from app store content at Lifegame.

GCP Cloud Workflows LLMs Prompt Engineering Dubbing Avatar AI
🛡️
OT Network Anomaly Detection

End-to-end ML pipeline for OT cybersecurity: automated OpenSearch telemetry ingestion → time-series feature engineering → anomaly detection → LLM-powered analyst summaries. Streamlit dashboard for live investigation.

OpenSearch Python Scikit-learn Streamlit LLM Time-Series
🤖
Automated Video Generation ONGOING

AI-assisted workflows for script generation, content assembly, and fully automated video creation. Covers storyboarding, image generation, video synthesis, and audio integration into a single automated pipeline.

GenAI Video Synthesis Workflow Automation Python
⚙️
OpenClaw + AI Workflow Setup ONGOING

Self-hosted AI tooling environment with cloud-based deployment and workflow automation. Infrastructure for running local LLMs, managing API integrations, and orchestrating multi-step AI pipelines.

Self-hosted AI Docker Cloud Deployment Linux CI/CD

Interactive Media & Game Dev

From game development roots to AI engineering — these projects shaped my technical foundation. Built from scratch during my CS degree at DigiPen, these games taught me low-level systems programming, real-time rendering, and engine architecture.

HighTeas

First 3D game built from scratch using OpenGL. Implemented custom rendering pipeline, scene management, and game logic entirely in C++.

C++ OpenGL 3D Rendering Custom Engine
LodeStar / Reach For the Stars

First 2D game built from scratch with OpenGL and FMOD audio integration. Custom 2D physics, sprite rendering, and real-time audio using FMOD.

C++ OpenGL FMOD 2D Physics
Scurvy Sailor

First 2D game built with Alpha Engine. Focused on gameplay design, entity systems, and using an existing engine framework to ship a complete game.

C++ Alpha Engine 2D Gameplay Entity Systems
🏚️
MansionBust

Keyboard-controlled top-down view game built with Alpha Engine. No video available (ships as an .exe). Focused on top-down movement mechanics, map design, and collision systems.

C++ Alpha Engine Top-Down Collision Systems

My Resume

A concise, ATS-friendly resume covering my end-to-end AI/ML engineering background — from production ML pipelines and LLM integration to cloud deployment and GenAI workflows.

  • AI/ML experience across cybersecurity, localization, and content automation
  • Production GCP deployments with Cloud Workflows, Cloud Run, and CI/CD
  • LLM integration, prompt engineering, and GenAI workflow design
  • Time-series forecasting, anomaly detection, and feature engineering
  • Strong CS fundamentals: real-time systems, C/C++, algorithms
📄
Resume PDF
Click "View in Browser" to preview

Let's Connect

Open to full-time AI/ML engineering roles from April 2026. I'd love to hear about opportunities in Singapore or remote.