Building a Real Defect Detection System (Ep.3) – First Working Prototype! @pysource-com
Building a Real Defect Detection System (Ep.3) – First Working Prototype!  @pysource-com
Uploaded November 2025 | Updated September 2026, 2 weeks ago
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In this episode, I build the first fully working prototype of a real defect detection system for manufacturing.

We go from camera feed β†’ dataset β†’ training β†’ real-time classification, and by the end of the video the system can reliably detect defective vs non-defective parts in real time.

This is Episode 3 of the series where I build an end-to-end AI vision system from scratch.

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Building a Real Defect Detection System (Ep.3) – First Working Prototype!AI Can Spot Circuit Board Defects: Watch How! #shortsAI NEEDS REAL DATA: Tiny Screws & Labeling Secrets! #shortsByteTrack vs BotSort: The ULTIMATE Tracking Algorithm Showdown! #shortsAI Trick: Boost Accuracy with Image Augmentation! #shortsAI Prototype: Fast Build, Accurate Results, TERRIBLE Performance! #shortsAI Object Counting: Count ANYTHING with AI! #shortsYOLO26 vs RF-DETR: Unlocking AI Vision Powerhouse! #shortsBoost Your Data: Easy AI Augmentation Explained in Seconds! #shortsAI Detects Green Tomatoes & More: Custom Models Explained! #shortsSee Defects in REAL-TIME! Green for Good, Red for Bad! #shortsYOLO vs RF-DETR: Which AI Model Licensing Wins? #shorts
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Building a Real Defect Detection System (Ep.3) – First Working Prototype!

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