Malaysia

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Khor Siang Hooi

LLMOps Consultant at Entermind AI

About

LLMOps Consultant transitioning from healthtech founding developer role to enterprise AI consulting. Proven technical owner of end-to-end SaaS deployments with Master's in Bioinformatics. Forward-deployed engineer, specializing in AI agents systems and multimodal AI solutions. Cross-domain adaptability from regulated healthcare to diverse industries, committed to continuous learning and delivering business value.

Education

Master of Bioinformatics

University of Malaya

·

2023 - 2024

Graduated with Distinction
CGPA: 4.0/4.0

Master of Bioinformatics

Universiti Malaya

·

2023 - 2024

Graduated with Distinction
CGPA: 4.0/4.0

Bachelor of Biomedical Science

University of Malaya

·

2019 - 2023

Graduated with Distinction

Bachelor of Biomedical Science

Universiti Malaya

·

2019 - 2023

Graduated with Distinction

Bachelor of Medicine and Bachelor of Surgery (MBBS)

University of Malaya

·

2016 - 2018

I made informed decision to pivot from medicine to biomedical science to better match my goals, then earned a Master’s in Bioinformatics to focus on healthcare data science and AI.

Bachelor of Medicine and Bachelor of Surgery (MBBS)

Universiti Malaya

·

2016 - 2018

I made informed decision to pivot from medicine to biomedical science to better match my goals, then earned a Master’s in Bioinformatics to focus on healthcare data science and AI.

Foundation of Science

Malacca Matriculation College

·

2014 - 2015

Graduated with Distinction
CGPA: 4.0/4.0

Foundation of Science

Malacca Matriculation College

·

2014 - 2015

Graduated with Distinction
CGPA: 4.0/4.0

Sijil Pelajaran Malaysia

SMJK Krian, Perak

·

2013

10As (8A+s, 1A, 1A-)

Sijil Pelajaran Malaysia

SMJK Krian, Perak

·

2013

10As (8A+s, 1A, 1A-)

Experience

Consultant, LLM Ops

Entermind AI

·

Sep 2025 - Present


Consultant, LLM Ops

Entermind AI

·

Sep 2025 - Present


Founding AI/ML Architect & Full Stack Developer

HEYDOC Health

·

March 2025 - May 2025

  • Founding core team member, heavily involved in decision making process.

  • Spearheaded the design, development, and launch of HEYDOC’s first product, HARMONi Lite — a nationwide public drug pricing analytics SaaS platform within 30 days, for healthcare providers.

  • Led technical execution and AI system architecture as the sole developer, bringing products from concept to launch.

  • Built interactive KPI dashboards and forecasting modules to support stakeholder engagements, including Ministry-level health regulators.

  • Developed ETL pipelines using real-world pharmaceutical datasets to power data-driven healthcare decisions.

AI/ML Architect & Full Stack Developer

HEYDOC Health

·

March - May 2025

  • Founding core team member, heavily involved in decision making process.

  • Spearheaded the design, development, and launch of HEYDOC’s first product, HARMONi Lite — a nationwide public drug pricing analytics SaaS platform within 30 days, for healthcare providers.

  • Led technical execution and AI system architecture as the sole developer, bringing products from concept to launch.

  • Built interactive KPI dashboards and forecasting modules to support stakeholder engagements, including Ministry-level health regulators.

  • Developed ETL pipelines using real-world pharmaceutical datasets to power data-driven healthcare decisions.

Postgraduate Researcher

University of Malaya

·

Oct 2023 - Sep 2024

  • AI-driven healthcare deep learning model for myocardial infarction detection using AP4-echocardiogram videos, running frame-by-frame analysis.

  • Utilized a pre-trained U-Net model to segment the left ventricle from A4C echocardiogram frames and extracted contours for GLS analysis.

  • Optimized an existing LSTM model to classify myocardial infarction from GLS time-series data across six ventricular regions, resolving performance and bug issues to make it workflow-ready.

  • Explored and utilized machine learning/deep learning libraries, including PyTorch, OpenCV, TensorFlow, and Scikit-learn, for model development and optimization.

Postgraduate Researcher

Universiti Malaya

·

Oct 2023 - Sep 2024

  • AI-driven healthcare deep learning model for myocardial infarction detection using AP4-echocardiogram videos, running frame-by-frame analysis.

  • Utilized a pre-trained U-Net model to segment the left ventricle from A4C echocardiogram frames and extracted contours for GLS analysis.

  • Optimized an existing LSTM model to classify myocardial infarction from GLS time-series data across six ventricular regions, resolving performance and bug issues to make it workflow-ready.

  • Explored and utilized machine learning/deep learning libraries, including PyTorch, OpenCV, TensorFlow, and Scikit-learn, for model development and optimization.

Undergraduate Researcher

University of Malaya

·

Sep 2022 - Aug 2023

  • Conducted research on the genetic polymorphism of PkDBPαII in Malaysian Plasmodium knowlesi isolates.

  • Analyzed genetic variations to assess strain diversity and stability.

  • Developed expertise in molecular techniques, including PCR, DNA sequencing, and phylogenetic analysis.

Undergraduate Researcher

Universiti Malaya

·

Sep 2023 - Aug 2023

  • Conducted research on the genetic polymorphism of PkDBPαII in Malaysian Plasmodium knowlesi isolates.

  • Analyzed genetic variations to assess strain diversity and stability.

  • Developed expertise in molecular techniques, including PCR, DNA sequencing, and phylogenetic analysis.

Product Photographer & Videographer

Freelance

·

2019 - 2023

  • Specialized in product photography and videography, creating visually compelling content.

  • Developed strong client relationships to enhance brand storytelling.

  • Collaborated with local brands, including Sugarbelle and Softlove.

Product Photographer & Videographer

Freelance

·

2019 - 2023

  • Specialized in product photography and videography, creating visually compelling content.

  • Developed strong client relationships to enhance brand storytelling.

  • Collaborated with local brands, including Sugarbelle and Softlove.

Laboratory Assistant

University of Malaya Medical Centre (UMMC)

·

July 2022 - Sep 2022

  • Gained proficiency in specimen processing, culture, microscopic examination, molecular testing, and data documentation.

  • Rotated through five laboratory disciplines: Virology, Clinical Bacteriology, Mycology, Tuberculosis, and Molecular Imaging.

Laboratory Assistant

UMMC

·

July 2022 - Sep 2022

  • Gained proficiency in specimen processing, culture, microscopic examination, molecular testing, and data documentation.

  • Rotated through five laboratory disciplines: Virology, Clinical Bacteriology, Mycology, Tuberculosis, and Molecular Imaging.

Selected Works

Side Projects: Artworks

Tech Skills / Stack

Python

Django

REST API

HTML

Tailwind CSS

JavaScript

R

Azure

PostgreSQL

MySQL

PHP

VS Code

Jupyter Notebook

Figma

Framer

Volunteering / Career Break

Language / Dialect

English

Native / Bilingual

English

Native / Bilingual

Mandarin

Native / Bilingual

Mandarin

Native / Bilingual

Malay

Native / Bilingual

Malay

Native / Bilingual

Cantonese

Native / Bilingual

Cantonese

Native / Bilingual

Hokkien

Native / Bilingual

Hokkien

Native / Bilingual

Teochew

Native / Bilingual

Teochew

Native / Bilingual

© 2025 Siang Hooi.

All right reserved.

© 2025 Siang Hooi.

All right reserved.

© 2025 Siang Hooi.

All right reserved.

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