https://seclab.cyshield.com/tags/machine-learning/Recent content in Machine Learning on Cyshield SeclabHugo -- gohugo.ioen© 2026 Cyshield.Sun, 12 Jul 2026 00:00:00 +0000https://seclab.cyshield.com/posts/why-high-accuracy-can-still-mean-bad-security/Sun, 12 Jul 2026 00:00:00 +0000https://seclab.cyshield.com/posts/why-high-accuracy-can-still-mean-bad-security/High accuracy in security does not guarantee real-world protection. Through the WAMM research study, this post examines what accuracy metrics hide, how false positives and false negatives manifest in production environments, and what a security-grade evaluation framework should actually measure.https://seclab.cyshield.com/posts/can-ai-detect-web-attacks-better-than-rules/Tue, 16 Jun 2026 00:00:00 +0000https://seclab.cyshield.com/posts/can-ai-detect-web-attacks-better-than-rules/The real challenge is not choosing rules or AI, but designing detection systems that can operate under uncertainty and adversarial pressure. This article examines web attack detection and WAF evasion through scientific research and real-world observations.