Xenia Mountrouidou (DrX)
  • Bio
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  • Blog
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  • Talks
  • Publications
  • Recent & Upcoming Talks
    • We Don't Need an LLM for That
    • AI Village
    • Evaluation Is All You Need
    • Traditional ML vs LLMs: who can classify better?
    • How to train your Llama
    • Unclocking Cyber Insights with AI
    • Unclocking Cyber Insights with AI
    • Decoding Cybersecurity Data: A Journey through ML and AI Innovations
    • Feature engineering art and science
    • Harnessing ML and AI for Next-Gen Security Engineering
    • Level up your Data Science workflows with VS Code, Jupyter and ChatGPT
    • IoT Spy: Observability and Alerting for Internet of Things (IoT) Security
    • IoT spy: Security metrics for smart devices with Telegraf, InfluxDB, and Grafana
    • Testing your Python Code
    • Security Metrics: Is this even possible?
  • Publications
    • We Don't Need a Large Language Model for That: When Traditional Machine Learning and Encoders Beat Decoder LLMs in Security Classification
    • IoT Metrics and Automation for Security Evaluation
    • Worth the wait? Time window feature optimization for intrusion detection
  • Blog
    • Exploring the data - AI
    • Exploring the data - Statistics
    • Exploring the data - Graphs
    • Show me the data (part 3)
    • Show me the data (part 2)
    • Show me the data (part 1)
    • Building a bridge between ML and Cyber with a development environment
    • Machine Learning Meets Cybersecurity
    • Introduction to a Telemetry Stack - Part 3
    • Forecasting the Network
    • Exploratory Data Analysis for Network Traffic
    • Jupyter Notebooks for Development
    • Introduction to Pandas for Network Development
    • Introduction to PromQL
  • Projects
  • Experience
  • Projects
    • Decoding cybersecurity data with ML and AI
    • IoT Security Metrics

Evaluation Is All You Need

May 15, 2026 · 0 min read
Slides
Date
May 15, 2026 5:30 PM — May 17, 2026 7:30 PM
Event
Cackalackycon, May 2026
Location

Raleigh, NC

Last updated on May 15, 2026
Xenia Mountrouidou
Authors
Xenia Mountrouidou
Principal Applied AI Scientist
← AI Village May 15, 2026
Traditional ML vs LLMs: who can classify better? Mar 4, 2026 →

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