Product Manager (GCP cloud based online insurance and loan product):● Achieved triple digit percents of monthly active users growth rate and conversion rate of 25%.● Lead a team of 8 to 10 people, including software engineers (eg. full stack, DevOps, machine learning), product designers and content creators.● Define product roadmap, product requirements and product timeline.● Define technical roadmap, system architecture, infrastructure and tech stack evolution.● Evaluate and monitor product performance KPIs.● Liaise with cross-functional teams such as compliance, business strategy, chief actuary, marketing and operation to derive full list of product requirements and go-to-market strategy.AI Software Engineer (GCP cloud based online insurance and loan product):● Develop AI document parser, AI eKYC, AI fraud detection.● Monitoring of AI performance and retraining.

SmartCow is an AI / AIoT tech company (we are NVIDIA Preferred Partner). We manufacture and supply end-to-end AI / AIoT hardware and software. I worked both on-site in Global HQ in Europe & remote in Malaysia.AI Product Manager:● Delivered on-prem multi-tenant based smart city and occupancy analytics project for clients.● Lead a team of 15 to 20 people, including software engineers (eg. machine learning, full stack, DevOps) and product designers.● Create product roadmap, define technical requirements and perform market research.● Leverage agile & scrum, product experimentation, incrementalism & optimization in developing complex AI products with cross-functional teams, eg. engineering, UI/UX, sales, marketing and finance.● Direct communicate with clients and advise clients on design issues and on-site problems.AI Software Engineering Manager:● Lead & provide technical guidance to a team of 10 AI engineers in domains of machine learning, deep learning, data science, computer vision, natural language processing, MLOps, CI/CD.● Oversee detailed ML design and development.● Keep up with the latest tech trends, experiment on new tools and models and recommend to team.● Manage hiring and people.● Also perform hands-on other than leading and managing.Major Milestones & AI Product Launches (contain both on-prem, air-gapped system & on cloud system):● Real-Time Edge AI-Enabled Intelligent Traffic Management Software for smart city● Real-Time Edge License Plate Recognition● Edge MLOps lifecycle, drift & bias detection, continuous improvement & retraining● Edge Anomalies Detection & Predictive Maintenance● AIoT Smart City Sensor Platform● Real-Time Edge Occupancy Analytics, Security Surveillance, Access ControlOn-prem, air-gapped system:● AIoT Devices, ONVIF IP Cameras, NVIDIA GPU Data ServersOn cloud system:● AIoT Devices, ONVIF IP Cameras, AWS / GCPAIoT Devices:● NVIDIA Jetson Devices, Hailo, NXPTraining infrastructure:● DGX A100 and V100

● Research and development of AI products (run on Intel NUC with Kinect camera):- AI Cargo Label Detection- AI Cargo Type Detection- AI Cargo Edge Detection● Deployment with MLOps in cargo facility.

Major Engineering Projects (some of the world's largest):● $1.4B Multi-Floor Facebook Data Centre (one of the world's largest data centre)● World's First and Largest $1.99B 4-in-1 Combined Rail and Bus Mega Depot (equipped with one of the World's Largest 2.11 MW Solar Powered Heat Absorption Chiller Plant)● Singapore Changi Airport Terminal 5 Inter Terminal Tunnels (ITT) and Stations – Automated PeopleMover (APM) Tunnel and Baggage Handling System (BHS) Tunnel● Singapore Changi Airport Terminal 5 Inter Airside Road Tunnel (ART)