Applied AI Product Management: Building a Machine Learning Object Counter @YeoYongKiat
Applied AI Product Management: Building a Machine Learning Object Counter  @YeoYongKiat
Uploaded December 2025 | Updated September 2026, 2 weeks ago
Ever needed to count birds, vehicles, or even micro-plankton for work? I built a working object counter using AI tools in under 10 minutes—no coding required.

Eight months ago, NParks asked my engineering team to build a bird counting application. We couldn't prioritize it then because my engineers were busy with healthcare projects. But today, I'm showing you how YOU can build this yourself using no-code AI tools.

In this video, I demonstrate:
-Building a machine learning interface with Gradio
-Uploading and counting objects in images
-Training your own model with custom annotations
-Real-world applications for Singapore government agencies (LTA, HSA, SFA, NParks)

The best part? You don't need to trouble software engineers until you're ready to scale. If you can imagine it, you can probably build it.

Ready to learn more? Subscribe and check out my free YouTube course series where I teach Singapore public service officers how to build applications without code. It's really free — all the practical skills you can use immediately.
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Yeo Yong Kiat |

Applied AI Product Management: Building a Machine Learning Object Counter

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