Imagine facing a wave of cyberattacks on your website. Where do you start? Traditionally, security analysts rely on dashboards filled with complex filters. What if they could simply ask, “Show me attack trends from last week”?
Akamai has developed a production-ready system that uses natural language for data analysis and retrieval, allowing security researchers and Akamai customers to investigate cyber threats more intuitively. Our solution leverages various LLMs, integrating dynamic few-shot learning and Retrieval-Augmented Generation (RAG) techniques to enhance accuracy and adaptability. By incorporating real-time user feedback, we continuously refine the system to improve performance and relevance.
This session will explore the system’s architecture, how we trained and evaluated it, and the challenges we faced in real-world deployment. We will also discuss the next steps in advancing AI-powered cybersecurity analytics.
Tamar is a senior data scientist at Akamai, specializing in applying GenAI and LLMs to cybersecurity analytics. Her work focuses on building innovative solutions that make complex security data more accessible and actionable. At WiDS Israel, she will share insights on how to leverage GenAI to transform security data retrieval and decision-making.
| 8:45 | Reception |
|---|---|
| 9:30 | Opening remarks by WiDS TLV ambassadors |
| 9:45 | Dr. Mor Geva , Tel Aviv University: “MRI for Large Language Models: Mechanistic Interpretability from Neurons to Attention Heads” |
| 10:15 |
Panel: “Pioneering Progress: a strategic look at the GenAI revolution and the new role of data scientists“ Shani Gershtein, Melingo Mirit Elyada Bar, Intuit Dr. Asi Messica, Lightricks Moderated by Nitzan Gado, Intuit |
| 10:45 | Poster pitches |
| 10:55 | Break |
| 11:10 | Lightning talks session |
| 12:30 | Lunch & poster session |
|---|---|
| 13:30 | Roundtable session & poster session |
| 14:30 | Roundtable closing |
| 14:40 | Shunit Agmon, Technion: “Bridging the Gender Gap in Clinical AI: Temporal Adaptation with TeDi-BERT” |
| 15:00 | Shaked Naor Hoffmann, Apartment List: “Building Generative AI Agents for Production: Turning Ideas into Real-World Applications” |
| 15:20 | Closing remarks |
| 15:30 | The end |
WiDS Tel Aviv is an independent event that is organized by Intuit’s WiDS TLV ambassadors as part of the annual WiDS Worldwide conference, the WiDS Datathon, and an estimated 200 WiDS Regional Events worldwide. Everyone is invited to attend all WiDS conference and WiDS Datathon Workshop events which feature outstanding women doing outstanding work.
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Design: Sharon Geva
