Name: PyData @ Blumberg Capital
Start: 2023-01-24T18:00:00+02:00
End: 2023-01-24T20:00:00+02:00
Location: Montefiore St 39

We would like to thank Blumberg Capital for hosting us PHYSICALLY

**Agenda**
**18:00-18:30** Gathering and snacks
**18:30-18:45** Welcome words from our host
**18:45-19:15** Using Coresets to Develop and Maintain Better Machine Learning Models\| Eitan Netzer\, Chief Scientist\, DataHeroes
**19:15-19:45** Lateral movement detection with LATMA \(LATeral Movement Analyzer\)\| Gal Sadeh; Head of Data Science\, Silverfort
**19:45** Closing words

**RSVP now to secure your spot!**
**39 Montefiore** **St., Tel Aviv , First floor, Blumberg Capital Space**

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**Using Coresets to Develop and Maintain Better Machine Learning Models\| Eitan Netzer\, Chief Scientist\, DataHeroes**
Coreset is a method for reducing the size of the dataset while keeping its statistical properties and corner cases. Eitan will explain and demonstrate how Coresets can be used to develop a better machine learning model in less time, as well as using Coresets to keep the model continuously updated once in production to avoid data drift, without requiring significant compute resources and time.

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**Lateral movement detection with LATMA \(LATeral Movement Analyzer\)\| Gal Sadeh; Head of Data Science\, Silverfort**
Lateral movement is the stage in which attackers spread in networks following initial access. So far, reliable detections of lateral movement attacks from a given set of authentications is an unaddressed challenge. This talk will present a new online algorithm for detecting lateral movement attacks which provides one false positive a day, 30 times better than the state-of-the-art algorithms. Our algorithm was trained and tested on data from more than 20 different enterprise environments. The detection method combines domain knowledge, practical machine learning and algorithmic tools.

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Uri Goren

Adi Gillette

PyData Tel Aviv

PyData

Technology

Data Science

Big Data

Software Development

Python

Machine Learning

PyData @ Blumberg Capital

Montefiore St 39

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PyData Tel Aviv

PyData @ Blumberg Capital

PyData Tel Aviv

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