About UDHY: Practical AI & Robotics Engineering
AI, Robotics, Autonomous Vehicles and Physical AI — taught through real-world engineering experience.
Our Mission: Eliminating the Academic Gap in Deep-Tech Training
UDHY (Unified Digital Hub for AI & Robotics) exists to close the gap between cutting-edge AI/robotics research and the people who want to build real skills — without jargon, without a PhD requirement, and without a paywall for now. Every course, guide, and tool here comes from 25+ years of hands-on experience building real autonomous systems, not recycled theory. We’re opening everything up today — get in early, because that won’t last forever. We empower curious minds to Learn, Build, Earn, and Lead through accessible, expert-guided education.
True mastery is born from the lessons learned on the front lines of innovation.
I spent years as a Principal Research Scientist at A*STAR (2000–2004, 2008–2016), then co-founded Moovita (2016) — Singapore’s first autonomous vehicle company. My work spans robots and autonomous vehicles, delivering AI systems that perform reliably outside research papers.
I started UDHY because most AI education either oversimplifies until it’s useless, or buries you in theory you’ll never apply. UDHY is the course I wish existed when I started: built on what I’ve actually deployed, not what sounds impressive in a syllabus. Right now, everything here is free — that’s intentional, to build a real community before this becomes a paid platform.
Your Learning Path, Simplified
Whether you are completely new to AI or deploying physical robots in production, UDHY has a structured sample curriculum/path for you:
| Level | What you learn | Time (depending on skill level.) | Link |
|---|---|---|---|
| 🟦 Beginner AI | What AI is · Best tools 2026 · Machine Learning basics · First Python model | 3–5 hours | Explore → |
| 🟧 Advanced AI | Deep Learning · Reinforcement Learning · Autonomous Navigation & SLAM | 35–45 hours | Explore → |
| 🟪 Expert AI | Physical AI · VLA Models · Multi-Agent Fleets · Robot Cybersecurity | 45–55 hours | Explore → |
| 🟩 Beginner Robotics | What robots are · Basic kinematics · First ROS 2 project · Hardware intro | 8–12 hours | Explore → |
| 🔷 Advanced Robotics | ROS 2 Jazzy · Robot perception · Path planning · YOLO & point clouds | 25–35 hours | Explore → |
| 🔴 Expert Robotics | Physical AI · OpenVLA · NVIDIA Isaac Sim · SROS2 · Production deployment | 30–40 hours | Explore → |
Join us. Let’s build the future together. UDHY isn’t just an education—it’s your professional transformation.
