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TH Chen

@thchen

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I build and operate end-to-end AI/ML systems, MLOps workflows, data pipelines, and production model services.

Taiwan

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What I'm looking for

I'm looking to build and operate production AI/ML systems, data pipelines, and MLOps workflows where I can combine model development, deployment, monitoring, and systems analysis.

At TSGNC, I independently design, build, and operate end-to-end AI/ML systems—from data engineering and model development to deployment, serving, monitoring, and continuous iteration. I run scheduled pipelines across 10+ data sources and operate 5–6 deployed models with 24/7 monitoring.

My background spans data analytics, systems analysis, and technical operations. I've translated operational needs into system requirements, built internal workflows and controls, and developed machine learning models for pattern recognition and signal detection on large-scale historical data.

Experience

Work history, roles, and key accomplishments

Current

AI/ML Engineering & Operations Lead

Current

TSGNC

Oct 2020 - Present (5 years 11 months)

Designed, built, and operated an end-to-end AI/ML system covering data engineering, model development, MLOps, deployment, serving, monitoring, and continuous iteration. Built daily data pipelines integrating 10+ data sources and managed model lifecycle with automated candidate selection and CI/CD-based deployment.

Python SQL Pandas PySpark Apache Iceberg Prefect XGBoost LightGBM MLP CNN MLFlow GitHub Actions Gitlab CI Docker Docker Compose fastAPI REST APIs Model Monitoring AI Agents

Operations Manager / Systems Analyst

Guangsu Technology

Apr 2016 - Jun 2020 (4 years 2 months)

Managed cross-functional activities involving sales, engineering, operations, and management teams, coordinating priorities and issue resolution. Translated business needs into structured system requirements and participated in the design and implementation of internal operational systems.

Systems Analysis Requirements Analysis Workflow Analysis Business Process Analysis Project Coordination Stakeholder Management

Data Analyst

OLE

Nov 2011 - Apr 2015 (3 years 5 months)

Analyzed large-scale historical and operational datasets to identify patterns, anomalies, trends, and signals for decision-making. Participated in a Hadoop-based big-data analytics project and developed machine learning models for pattern recognition and signal detection.

Data Analysis Hadoop Machine Learning Feature Engineering Model Evaluation Quantitative Analysis Data Visualization