AI YORDAMIDA LOG TAHLILINI AVTOMATLASHTIRISH
Keywords:
Sun’iy intellekt (AI), Mashinani o‘rganish (ML),Tabiiy tilni qayta ishlash (NLP), Log tahlili, Anomaliya aniqlash, Kiberxavfsizlik, Avtomatlashtirish, SIEM (Security Information and Event Management), XDR (Extended Detection and Response), Tahdid ovlash (Threat Hunting).Abstract
Ushbu maqolada sun’iy intellekt (AI) texnologiyalaridan foydalangan holda log tahlilini avtomatlashtirish masalasi keng yoritilgan. Axborot tizimlarida har kuni hosil bo‘ladigan millionlab log yozuvlarini qo‘lda yoki an’anaviy usullar bilan tahlil qilish tobora murakkablashib bormoqda. Shu bois, log ma’lumotlaridagi anomaliyalarni aniqlash, xavfsizlik hodisalarini erta bosqichda kuzatish hamda tizim faoliyatini real vaqt rejimida baholash uchun AI asosidagi yondashuvlar muhim ahamiyat kasb etmoqda. Maqolada mashinaviy o‘rganish (ML), tabiiy tilni qayta ishlash (NLP) va chuqur o‘rganish (DL) usullarining log tahlilidagi amaliy qo‘llanilishi tahlil qilinadi. Shuningdek, Wazuh, SIEM va XDR tizimlari misolida AI yordamida tahlil jarayonini optimallashtirish usullari keltirilgan. Tadqiqot natijalari shuni ko‘rsatadiki, sun’iy intellekt asosidagi log tahlil tizimlari xavfsizlikni oshirish, inson omilini kamaytirish hamda tahlil tezligini bir necha baravar ko‘paytirishga yordam beradi.
References
1. Mesh Flinders, Ian Smalley. “What is log analysis with AI?” IBM Think, 2024
2. Farouk Musa. “Leveraging artificial intelligence for threat hunting in Wazuh.” Wazuh Blog, 13 июнь 2025
3. Wazuh Documentation. “Getting started with Wazuh.” Wazuh docs, 2024
4. “What Is Security Information and Event Management (SIEM)? 7 Pillars and 13 Core Features.” Exabeam Explainers, 2025
5. Palo Alto Networks. “What is the Difference Between XDR vs. SIEM?” Cyberpedia, 2023
6. Y. Zhang, et al. “A Novel GPT-Based Framework for Anomaly Detection in System Logs.” arXiv preprint, 2024
7. Xu X. va boshq. “Practitioners’ Expectations on Log Anomaly Detection.” arXiv preprint, 2024
8. Weian Li va boshq. “System log anomaly detection based on contrastive learning and retrieval augmented.” Scientific Reports, 2025
9. Edge Delta Team. “Unveiling the Dynamic Shift: Log Analysis Evolution Through AI and ML.” Edge Delta Blog, 13 mart 2024
10. LogicMonitor Blog. “What is log file analysis? Overview and best practices.” LogicMonitor, 2024
