Category: Smart Factory with AI
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Real-Time Anomaly Detection on Production Lines with Deep Learning
Comparing autoencoder vs. transformer for real-time anomaly detection on production lines. Benchmarks, edge deployment, and why reconstruction error sometimes lies.
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Predictive Maintenance 101: Using Machine Learning to Prevent Downtime
How to predict equipment failures before they happen using ML, survival analysis, and vibration feature engineeringโplus why simple thresholds fail.
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Computer Vision for Quality Control: Defect Detection Basics
Build a real-time defect detector with YOLO. From classical CV failures to production inference at 15 FPS on edge hardware with code you can deploy.
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Smart Factory Fundamentals: How AI Actually Works in Manufacturing
Real talk on AI in manufacturing: what actually works, what's hype, and why your data pipeline matters more than your model architecture.