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Eddie Chan — Caffeine Coder

Eddie Chan

@unrealandychan

AI Engineering Manager · Caffeine Coder

Hong Kong 🇭🇰AWS Community BuilderCoffee & Code made my day

About Me

I'm an AI Engineering Manager based in Hong Kong, obsessed with building reliable, production-grade AI systems that actually ship. My days are split between architecture reviews, mentoring engineers, and writing code — usually fuelled by an unreasonable amount of coffee.

I believe great engineering is as much about clarity as cleverness. That philosophy shows up in everything I build: from serverless LLM gateways and Kubernetes-native tooling to AI-generated learning curricula designed to make complex topics accessible to everyone.

Outside of work I contribute to open source, hold an MBA from HKUST (Class of 2024), and carry an AWS Solutions Architect – Associate certification. GitHub member since 2016.

Work Experience

2025 – Present

AI Engineering Team Manager

  • Defining and executing the AI engineering roadmap end-to-end
  • Infrastructure-as-Code with Terraform + AWS (EC2, Lambda, ECS, S3, RDS)
  • Container orchestration via Kubernetes & Helm chart management
  • Enterprise data engineering across Snowflake, Databricks, BigQuery, Redshift
  • Mentoring engineers, conducting code reviews, hiring and growing the team
  • Building automation pipelines with n8n for business process optimisation

2021 – 2025

Senior AI Engineer

  • Designed and deployed production ML models using TensorFlow and PyTorch
  • Built end-to-end ML pipelines in Python — from data preprocessing to model serving
  • Leveraged AWS services (SageMaker, Lambda, EC2, S3) for scalable model deployment
  • Applied deep learning, NLP, and computer vision to real-world problems
  • Containerised and shipped ML services with Docker and Kubernetes
  • Optimised model inference performance for production latency requirements

2019 – 2021

Data Scientist — Early-stage Startup

  • Built predictive models and data-driven product features at a startup
  • End-to-end ownership: data wrangling, modelling, evaluation, and deployment
  • Core stack: Python, SQL, scikit-learn

Education & Credentials

Education

Master of Business Administration (MBA)

Hong Kong University of Science & Technology (HKUST)

Class of 2024

Certifications

AWS Solutions Architect – Associate

Amazon Web Services · Cloud Architecture

AWS Community Builder

Cloud Infrastructure track

Tech Stack

Languages

PythonGoTypeScript

Cloud & DevOps

AWSTerraformKubernetesHelmDocker

ML / AI

TensorFlowPyTorchOpenAI APILLMs

Data Engineering

SnowflakeDatabricksBigQueryRedshift

Featured Projects

Let's Connect

Always happy to chat about AI engineering, cloud infrastructure, or open source. Drop me a message anytime.