Open to opportunities

Ng Inn Keat

@nginnkeat

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AI & Data Science engineer specializing in Cloud-native MLOps, LLM development, and end-to-end AI automation.

Malaysia

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What I'm looking for

I seek a role driving AI transformation and production ML systems—focusing on MLOps, LLM deployment, automation, scalable infrastructure, and cross-functional impact.

I am an AI & Data Science engineer with a perfect academic record (CGPA 4.00) and hands-on experience building cloud-native MLOps platforms, production ML pipelines, and custom LLMs. I bridge research and production using Kubernetes (GKE), Docker, Airflow, MLflow, FastAPI, and low-code automation tools like n8n.

At BeLive Ventures I led enterprise automation, unified operations dashboards, and autonomous AI bots that doubled operational efficiency, reduced emergency response times by 40%, and eliminated manual reporting through real-time dashboards. I have delivered end-to-end deployments with zero-downtime releases and built SLMs for live customer-support use.

I pursue scalable, secure, and maintainable ML systems, emphasizing model governance, CI/CD, and pragmatic tooling to accelerate delivery. I seek roles where I can drive AI transformation, operationalize research, and mentor cross-functional teams to productionize intelligent systems.

Experience

Work history, roles, and key accomplishments

Current

AI & Data Science Engineer

Current

BeLive Ventures Sdn Bhd

Dec 2025 - Present (6 months)

Spearheaded development and production deployment of a centralized operations dashboard and end-to-end AI workflows, doubling operational efficiency and reducing emergency response times by 40%. Deployed autonomous AI bots and real-time reporting pipelines to eliminate manual reporting and accelerate data-driven decisions.

Docker Airflow MLFlow N8n fastAPI Lark CI CD Data Engineering

Cloud-Native MLOps Engineer

Personal Project

Jan 2026 - Jan 2026 (0 months)

Architected a production-grade MLOps platform on GKE with Airflow orchestration, MLflow model registry, and a FastAPI real-time serving microservice to enable continuous delivery of validated models.

GKE Airflow MLFlow fastAPI Persistent Volumes Artifact Registry IAM Secret Management Parquet

AI Engineer Intern

BeLive Ventures Sdn Bhd

Jun 2025 - Dec 2025 (6 months)

Led development and deployment of a Small Language Model for customer support, re-architected backend AI-driven FAQ management to reduce ticket volume, and executed zero-downtime full-cycle deployments.

Backend CI CD ETL

LLM Development Lead

Tunku Abdul Rahman University of Management & Technology

Jul 2024 - May 2025 (10 months)

Designed and trained a Large Language Model for SME CRM as a final-year project, implementing ETL pipelines, prompt engineering, and hyperparameter tuning to achieve high task accuracy.

ETL Prompt Engineering Hyperparameter Tuning Model Training Data Engineering

Office Staff

Pet Lovers Centre Malaysia

May 2021 - Aug 2021 (3 months)

Optimized accounting workflows and invoice processing, improving data entry efficiency by 50% and ensuring accurate financial record-keeping.

Process Optimization Invoice Processing Data Entry Accounting Workflows Administrative Support

Education

Degrees, certifications, and relevant coursework

Tunku Abdul Rahman University of Management & Technology

Bachelor of Computer Science, Data Science

2022 -

Grade: 4.00/4.00

Activities and societies: TAR UMT Merit Scholarship recipient; President's List (8 semesters); Book Prize; participated in Swiss Innovation Challenge Malaysia 2025 and Nanning I&E Competition 2025.

Pursuing a Bachelor of Computer Science in Data Science with a current CGPA of 4.00 and recipient of a full merit scholarship.