Founder & CEO

• Mar 2021 - Present

Integrum is a software and AI engineering company accelerating enterprise digital transformation with data fabric and Composable AI solutions. Our Composable AI is a game-changing development tool engineered to facilitate the rapid deployment of machine intelligence throughout business value chains. Our modular AI approach and data fabric technology seamlessly integrate diverse data sources and deploy various AI models to enable data-driven decision-making. We help enterprises… Show more Integrum is a software and AI engineering company accelerating enterprise digital transformation with data fabric and Composable AI solutions. Our Composable AI is a game-changing development tool engineered to facilitate the rapid deployment of machine intelligence throughout business value chains. Our modular AI approach and data fabric technology seamlessly integrate diverse data sources and deploy various AI models to enable data-driven decision-making. We help enterprises accelerate digital transformation with the following: 1. Data Fabric. Business users can easily extract and curate data from multiple sources without complex data management. 2. Tailored AI. Our team specializes in crafting AI models that augment your unique operational workflows. 3. Composable AI Tool. Our solutions can match the fast-changing value propositions demanded by users. We achieve this by seamlessly connecting modularised data and AI services via the Composable AI tool to craft a multitude of use cases rapidly Work with us to drive a culture of continuous innovation to keep your business aligned with evolving customer needs. Show less Integrum is a software and AI engineering company accelerating enterprise digital transformation with data fabric and Composable AI solutions. Our Composable AI is a game-changing development tool engineered to facilitate the rapid deployment of machine intelligence throughout business value chains. Our modular AI approach and data fabric technology seamlessly integrate diverse data sources and deploy various AI models to enable data-driven decision-making. We help enterprises… Show more Integrum is a software and AI engineering company accelerating enterprise digital transformation with data fabric and Composable AI solutions. Our Composable AI is a game-changing development tool engineered to facilitate the rapid deployment of machine intelligence throughout business value chains. Our modular AI approach and data fabric technology seamlessly integrate diverse data sources and deploy various AI models to enable data-driven decision-making. We help enterprises accelerate digital transformation with the following: 1. Data Fabric. Business users can easily extract and curate data from multiple sources without complex data management. 2. Tailored AI. Our team specializes in crafting AI models that augment your unique operational workflows. 3. Composable AI Tool. Our solutions can match the fast-changing value propositions demanded by users. We achieve this by seamlessly connecting modularised data and AI services via the Composable AI tool to craft a multitude of use cases rapidly Work with us to drive a culture of continuous innovation to keep your business aligned with evolving customer needs. Show less

Adjunct Faculty

• Aug 2015 - Present

Leading Digital Transformation (Postgraduate) Corporate Finance (Doctoral) Corporate Finance (Postgraduate) International Finance (Undergraduate) Finance (Undergraduate)

Project Advisor@UOB-SMU Asian Enterprise Institute

• Aug 2015 - Present

Researcher in Financial Economics

• Aug 2010 - Aug 2015

Areas of Research: - Natural language programming (topic and sentiment extraction and economic analysis) - Social network analysis (centrality measures and economic analysis) - Information diffusion and asymmetry Applied Research and Consulting: - Structured and unstructured information extractions - Textual analysis through natural language processing and machine learning - Financial benchmarking and quantitative risk modeling - Volatility and stochastic simulation… Show more Areas of Research: - Natural language programming (topic and sentiment extraction and economic analysis) - Social network analysis (centrality measures and economic analysis) - Information diffusion and asymmetry Applied Research and Consulting: - Structured and unstructured information extractions - Textual analysis through natural language processing and machine learning - Financial benchmarking and quantitative risk modeling - Volatility and stochastic simulation models for investments - Real estate econometrics pricing models - Business sentiment and corporate governance indices

Co-founder

• May 2015 - Present

Artificial Intelligence Development - Design, develop and implement artificial intelligence programs that deliver complex decision-making capabilities to a wide profile of customers. - Optimization and prediction models through domain research with statistics, machine learning, and deep learning techniques. - Developed models that cover use-cases requiring resource allocation, real-value prediction, and decision triggers. Business Management and Operational Consulting. -… Show more Artificial Intelligence Development - Design, develop and implement artificial intelligence programs that deliver complex decision-making capabilities to a wide profile of customers. - Optimization and prediction models through domain research with statistics, machine learning, and deep learning techniques. - Developed models that cover use-cases requiring resource allocation, real-value prediction, and decision triggers. Business Management and Operational Consulting. - Business analysis, strategy formulation, operational implementation, and performance evaluation through combining domain expertise in business management with data, computing technology, and scientific techniques. Deep Technology Training and Consulting. o Trained professional scientists in statistics, machine learning, and deep learning. o Consulted and applied statistical and machine learning empirics on a spectrum of domain-specific tasks. • Full Stack Programming. Show less Artificial Intelligence Development - Design, develop and implement artificial intelligence programs that deliver complex decision-making capabilities to a wide profile of customers. - Optimization and prediction models through domain research with statistics, machine learning, and deep learning techniques. - Developed models that cover use-cases requiring resource allocation, real-value prediction, and decision triggers. Business Management and Operational Consulting. -… Show more Artificial Intelligence Development - Design, develop and implement artificial intelligence programs that deliver complex decision-making capabilities to a wide profile of customers. - Optimization and prediction models through domain research with statistics, machine learning, and deep learning techniques. - Developed models that cover use-cases requiring resource allocation, real-value prediction, and decision triggers. Business Management and Operational Consulting. - Business analysis, strategy formulation, operational implementation, and performance evaluation through combining domain expertise in business management with data, computing technology, and scientific techniques. Deep Technology Training and Consulting. o Trained professional scientists in statistics, machine learning, and deep learning. o Consulted and applied statistical and machine learning empirics on a spectrum of domain-specific tasks. • Full Stack Programming. Show less

Executive Director

• Apr 2020 - Present

JCube Technologies - Consult, design, develop and implement artificial intelligence solutions to power digital transformation for a wide range of client profiles. JCube Institute - Design and implement a proprietary digital mastery curriculum and belt system to create digital talents (managers and scientists) with digital-first thinking to transform organizations for industrial revolution 4.0. - Revolutionize the education value chain for digital talents. JCube Asset… Show more JCube Technologies - Consult, design, develop and implement artificial intelligence solutions to power digital transformation for a wide range of client profiles. JCube Institute - Design and implement a proprietary digital mastery curriculum and belt system to create digital talents (managers and scientists) with digital-first thinking to transform organizations for industrial revolution 4.0. - Revolutionize the education value chain for digital talents. JCube Asset Management - Artificial intelligence applications in portfolio selection and management. - Design and execute portfolio selection using a blend of statistical, machine learning, deep learning, and domain expertise in Financial Economics. - Supports financial institutions with innovative investment strategies. Show less JCube Technologies - Consult, design, develop and implement artificial intelligence solutions to power digital transformation for a wide range of client profiles. JCube Institute - Design and implement a proprietary digital mastery curriculum and belt system to create digital talents (managers and scientists) with digital-first thinking to transform organizations for industrial revolution 4.0. - Revolutionize the education value chain for digital talents. JCube Asset… Show more JCube Technologies - Consult, design, develop and implement artificial intelligence solutions to power digital transformation for a wide range of client profiles. JCube Institute - Design and implement a proprietary digital mastery curriculum and belt system to create digital talents (managers and scientists) with digital-first thinking to transform organizations for industrial revolution 4.0. - Revolutionize the education value chain for digital talents. JCube Asset Management - Artificial intelligence applications in portfolio selection and management. - Design and execute portfolio selection using a blend of statistical, machine learning, deep learning, and domain expertise in Financial Economics. - Supports financial institutions with innovative investment strategies. Show less

Data Science Advisor

• Jan 2021 - Mar 2023

Chief Executive Officer and Director

• Oct 2018 - Apr 2020

- Artificial Intelligence applications in portfolio selection and management. - Design and implement AI solutions using a blend of predictive models (statistics, machine learning, deep learning) and decision models (reinforcement learning), grounded in domain expertise in Financial Economics. - Supports other financial institutions with innovative investment strategies. - Artificial Intelligence applications in portfolio selection and management. - Design and implement AI solutions using a blend of predictive models (statistics, machine learning, deep learning) and decision models (reinforcement learning), grounded in domain expertise in Financial Economics. - Supports other financial institutions with innovative investment strategies.

Corporate Planner

• Nov 2007 - Aug 2010

CapitaLand China Holdings and The Ascott Group (North Asia) - Corporate and Strategic Planning - Private Equity Fund and Asset Management - Research and Consultancy - Investors' Relations - Mentorship CapitaLand China Holdings and The Ascott Group (North Asia) - Corporate and Strategic Planning - Private Equity Fund and Asset Management - Research and Consultancy - Investors' Relations - Mentorship

Staff Officer

• Nov 2003 - Nov 2007

International Defense Relations (2007) Organizing Secretariat@Monetary Authority of Singapore for Singapore 2006 (IMF/WB Annual Meetings (2006) Singapore Armed Forces (2003 - 2005) International Defense Relations (2007) Organizing Secretariat@Monetary Authority of Singapore for Singapore 2006 (IMF/WB Annual Meetings (2006) Singapore Armed Forces (2003 - 2005)