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Author

Nirmal Kumar Jingar

2 papers indexed here

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Conference Sep 2026

Seven Engineering Lessons from Running AI in Production

AI systems often fail in production not because the models are inaccurate, but because the surrounding engineering lacks the controls needed for reliable operation. Moving from prototype to production requires clear boundaries around how AI is invoked, validated, observed, constrained and recovered when failures occur....

Nirmal Kumar Jingar · 0 citations

MACHINE LEARNING-BASED CYBER ATTACK DETECTION SYSTEM FOR NETWORK SECURITY

The proposed suggested system proves that ensemble learning based on the Random Forest along with optimized feature selection can increase the reliability of cyber attack detection and computational efficiency to a considerable extent.

Nirmal Kumar Jingar, Cheema Priyanka, A. Thaseen · 0 citations

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