Looks like you have JavaScript disabled. For the full Twine experience, you will need to re-enable it.

I’m Alloysius Lee, a full-stack AI expert with a focus on statistical modeling, machine learning, reinforcement learning, and large language models (LLMs). I’ve been at the frontiers of technology from the big data era in 2017 to today’s agentic AI landscape, building predictive systems that automate decisions and drive actions. My work blends data-driven ML with deterministic workflows to deliver practical automation. Beyond the technical craft, I enjoy turning complex problems into clear, actionable solutions. I lead teams with a collaborative, outcome-oriented approach, and I communicate impact through engaging presentations and hands-on delivery. I’m passionate about scalable AI, strategic analytics, and partnering with organizations to unlock real business value.…I’m Alloysius Lee, a full-stack AI expert with a focus on statistical modeling, machine learning, reinforcement learning, and large language models (LLMs). I’ve been at the frontiers of technology from the big data era in 2017 to today’s agentic AI landscape, building predictive systems that automate decisions and drive actions. My work blends data-driven ML with deterministic workflows to deliver practical automation. Beyond the technical craft, I enjoy turning complex problems into clear, actionable solutions. I lead teams with a collaborative, outcome-oriented approach, and I communicate impact through engaging presentations and hands-on delivery. I’m passionate about scalable AI, strategic analytics, and partnering with organizations to unlock real business value.

Alloysius Lee

Data Scientist, Full Stack Developer, AI Engineer, +2





I’m Alloysius Lee, a full-stack AI expert with a focus on statistical modeling, machine learning, reinforcement learning, and large language models (LLMs). I’ve been at the frontiers of technology from the big data era in 2017 to today’s agentic AI landscape, building predictive systems that automate decisions and drive actions. My work blends data-driven ML with deterministic workflows to deliver practical automation. Beyond the technical craft, I enjoy turning complex problems into clear, actionable solutions. I lead teams with a collaborative, outcome-oriented approach, and I communicate impact through engaging presentations and hands-on delivery. I’m passionate about scalable AI, strategic analytics, and partnering with organizations to unlock real business value.…I’m Alloysius Lee, a full-stack AI expert with a focus on statistical modeling, machine learning, reinforcement learning, and large language models (LLMs). I’ve been at the frontiers of technology from the big data era in 2017 to today’s agentic AI landscape, building predictive systems that automate decisions and drive actions. My work blends data-driven ML with deterministic workflows to deliver practical automation. Beyond the technical craft, I enjoy turning complex problems into clear, actionable solutions. I lead teams with a collaborative, outcome-oriented approach, and I communicate impact through engaging presentations and hands-on delivery. I’m passionate about scalable AI, strategic analytics, and partnering with organizations to unlock real business value.

Available to hire

I’m Alloysius Lee, a full-stack AI expert with a focus on statistical modeling, machine learning, reinforcement learning, and large language models (LLMs). I’ve been at the frontiers of technology from the big data era in 2017 to today’s agentic AI landscape, building predictive systems that automate decisions and drive actions. My work blends data-driven ML with deterministic workflows to deliver practical automation.

Beyond the technical craft, I enjoy turning complex problems into clear, actionable solutions. I lead teams with a collaborative, outcome-oriented approach, and I communicate impact through engaging presentations and hands-on delivery. I’m passionate about scalable AI, strategic analytics, and partnering with organizations to unlock real business value.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Intermediate

Work Experience

Founder at Enprose Pte Ltd

November 1, 2024 - Present

Founded and bootstrapped an AI automation startup, designing predictive models that replaced manual and rule-based decision processes. Invented core AI technology enabling abstract reasoning with LLMs, applying ML to data-driven decisions, and executing deterministic actions through a structured workflow. Built and led a high-performing four-person technical team developing agentic capabilities, a user-friendly interface, a core workflow engine, and foundational IT infrastructure. Cultivated a steady opportunity pipeline through networking and consistent LinkedIn content. Delivered four proof-of-concept use cases across recruitment, lead generation, content generation, and security incident triage. Secured grant funding from Enterprise Singapore and Temasek Polytechnic.

Analytics Consultant at Certis Technology Singapore Pte Ltd

May 1, 2021 - October 1, 2024

Proposed and implemented bespoke analytics solutions for major commercial and government clients. Built a data fusion platform integrating 10+ services to store, process, analyze, distribute, and serve data products across the ecosystem. Customized operational and maintenance dashboards for PSIM and ACS to enhance situational awareness, incident response and equipment upkeep. Built inference APIs to detect suspicious but authorized access patterns. Built inference APIs for risk assessment using event correlation and activity-band analytics. Designed a patrol-route optimization algorithm to maximize enforcement success within operational constraints such as SLAs and manpower.

Lead Analyst at Bank of China Aviation Ltd

December 1, 2020 - May 1, 2021

Designed and developed dashboards using the Microsoft suite to support decision-making, KPI tracking, and operational monitoring for aviation activities.

Sr. Business Intelligence Exec at SISTIC.com Pte Ltd

July 1, 2018 - November 1, 2020

Increased BI revenue by 30% and achieved 100% renewal of BI subscriptions. Refactored data pipelines to improve data freshness from daily reloads to every 5 minutes. Cleaned and integrated legacy system data, expanding data access from last 3 years to last 10 years.