Uploaded October 2025 | Updated September 2026, 2 weeks ago

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👉 AI Vision sources + Community → skool.com/ai-vision-academy

How to move from demo CV projects to production systems with database integration. Covers detection, tracking, zone logic, and persistent storage.

📘Full blog post → pysource.com/2025/10/08/object-tracking-database-logging-from-demo-to-deployable-ai-system
💼 Book a consultation → pysource.com/consulting
🌐 More Resources → pysource.com

Build a computer vision solution that detects speed with less then 5% error using just a camera feed. Perfect for smart cities, surveillance, and industrial use.

Credits:
The video was extracted from this public live camera (UADE): youtube.com/watch?v=rqBfiegG5qU