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Straight Talk on Machine Learning -- What the Marketing Department Doesn’t Want You to Know

Sven Krasser
Sven Krasser
Sven KrasserChief Scientist at CrowdStrike

Sponsored workshop at Black Hat USA 2017 https://www.blackhat.com/us-17/business-hall/schedule/#straight-talk-on-machine-learning----what-the-marketing-department-doesnt-want-you-to-know-8203

Straight Talk on Machine Learning -- What the Marketing Department Doesn’t Want You to Know

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STRAIGHT TALK ON MACHINE LEARNING
WHAT THE MARKETING DEPARTMENT DOESN’T WANT YOU
TO KNOW
DR. SVEN KRASSER CHIEF SCIENTIST
@SVENKRASSER
2017	CROWDSTRIKE,	INC.	ALL	RIGHTS	RESERVED.	
MACHINE LEARNING AT CROWDSTRIKE
§ ~50 billion events per day
§ ~800 thousand events per second peak
§ ~700 trillion bytes of sample data
§ Local decisions on endpoint and large scale analysis in cloud
§ Static and dynamic analysis techniques, various rich data sources
§ Analysts generating new ground truth 24/7
BRIEF ML
PRIMER
Height [mm]
Weight[10-1kg]
• What’s this?
http://tinyurl.com/MLprimer
• Two features
• Two classes
2016 CROWDSTRIKE, INC. ALL RIGHTS RESERVED.
BETTER
FEATURES
“Buttock Circumference” [mm]
Weight[10-1kg]
2016 CROWDSTRIKE, INC. ALL RIGHTS RESERVED.
MODEL
FIT
“Buttock Circumference” [mm]
Weight[10-1kg]
• Support Vector
Machine
• Real world:
more features
2016 CROWDSTRIKE, INC. ALL RIGHTS RESERVED.
“Buttock Circumference” [mm]
Weight[10-1kg]
2016 CROWDSTRIKE, INC. ALL RIGHTS RESERVED.
LET’S
CLASSIFY
Ad

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Straight Talk on Machine Learning -- What the Marketing Department Doesn’t Want You to Know