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The Seventh Annual Tom Tom Founders Festival is a week-long celebration of innovators, visionaries, and artists who are shaping small cities. The Festival occurs at dozens of venues throughout downtown Charlottesville. 

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Thursday, April 12 • 1:00pm - 1:15pm
Real-time, Streaming Anomaly Detection for Cybersecurity with Redis-ML Full

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Network-based threats to personal information, company secrets and critical infrastructure are increasing in frequency and sophistication. A rapid response is critical for stopping these threats, but, with network speeds reaching 100Gb/s and beyond, network defenders are swamped by overwhelming amounts of traffic, hindering both detection and response. Data scientists maintain that machine learning has the potential to help fight these threats, but the current dominant “Big Data” strategy of backhauling data to a central repository, using tools such as Hadoop and Spark, adds significant latency while incurring additional costs for bandwidth, storage, and computational resources. Furthermore, “Big Data” platforms such as Spark are optimized primarily for data management and model training, not serving trained models in deployment. We will walk through the process of translating a multi-dimensional anomaly detection algorithm that operates in batch into a streaming algorithm suitable for deployment in a network sensor. Then we demonstrate how deploying these models with Redis and the Redis ML module leads to dramatic reduction in processing time, leading to the faster threat detection and response.

avatar for Andrew Fast

Andrew Fast

Chief Data Scientist, CounterFlow AI, Inc
Andrew Fast is the Chief Data Scientist and co-founder of CounterFlow AI, where he leads the implementation of streaming machine learning algorithms on CounterFlow AI's ThreatEye cloud-native analytics platform for Encrypted Traffic Analysis. Previously, Dr. Fast served as the Chief... Read More →

avatar for Capital One

Capital One

Capital One is a diversified bank that offers a broad array of financial products and service to consumers, small businesses and commercial clients. 
avatar for S&P Global

S&P Global

S&P Global Inc. (prior to April 2016 McGraw Hill Financial, Inc., and prior to 2013 McGraw Hill Companies) is an American publicly traded corporation headquartered in New York City. Its primary areas of business are financial information and analytics. It is the parent company of... Read More →

Thursday April 12, 2018 1:00pm - 1:15pm EDT
Violet Crown - Theater 4