Cyber and AutoML: Running Machine Learning at Scale
Details
- The meetup will be online and in Hebrew
- Link to the event will only be visible to people who fill out the form - https://bit.ly/dlp-automl-signup
- The online meetup will be held on July 28th, 5pm, IL Time Zone (GMT +3:00)
Agenda:
17:00 - 17:30 - Features for Building a DLP System - Ofer Rahat
17:30 - 17:45 - Q&A + Short Break
18:00 - 18:30 - Running AutoML at Scale - Gilad Ivry
18:30 - 18:45 - Q&A
// Features for Building a Data Loss Prevention (DLP) System
Target’s infamous breach marked one of the most influential cyber attacks of all times when some 40 million credit card numbers were stolen and sold in the darknet (fall 2013). To perform such an attack, a control and command (C&C or C2) server was placed outside the corporate network to control corporate computers.
In this talk, I'll describe details of modern covert communication channels established for malicious intentions, and describe two algorithms for a Data Loss Prevention (DLP) system.
Ofer Rahat // Bio
Ofer Rahat is the data science lead @ Tikal Knowledge, an expert in data and machine learning algorithms for cyber security. Previously he was the data science lead for multiple startups in threat intelligence, and IoT.
Ofer holds a Ph.D. in bioinformatics from the Weizmann Inst. of Science.
Interests: NLP, algorithms for cyber security and big data.
// Running AutoML at Scale
AutoML is the process of building data pipelines and training machine learning models by running multiple experiments with different sets of ML algorithms and hyperparameters.
In this talk, we’ll cover the journey of building a cloud-native, distributed system that offers AutoML capabilities, and the many interesting engineering challenges we’ve met along the way.
Gilad Ivry // Bio
Gilad Ivry is the chief architect at Whatify (formerly firefly.ai) since it was founded in 2016. His role includes researching and evaluating new technologies, performance tuning and team mentoring. Gilad has over a decade of designing and building distributed systems on the cloud, and it's his favorite thing. Before moving to Whatify, Gilad was the first developer, tech lead and later - architect at Feedvisor.
