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Inteligencia Artificial para frenar el
ciber espionaje y la ciber delincuencia
PatternEx | April 2017
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User authentication
Applications
Endpoints
Network
Servers
PATTERNEX CONFIDENTIAL 5http://techstory.in/security-operations-center/
PATTERNEX CONFIDENTIAL 6
Detection Investigation Response
Build
knowledge
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12http://www.zonalider.com/tecnologia/no-es-broma-el-zapatofono-del-super-agente-86-sera-una-realidad
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a3q4lz8p.com
z29e4az.com
19wbl12.com
b2vql89i.com
o39elba8.com
google.com
twitter.com
default allow
baddomain.com block
... ...
lastbadomain.com block
z29e4az.com
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http://inside-out.xyz/technology/how-dns-tunneling-works.html
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80% 86%
PATTERNEX CONFIDENTIAL 19
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False
positives
False
negatives
Dwell time
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PATTERNEX CONFIDENTIAL 21
Step Example:
Determine Tactic/technique Command and control via DGA
Determine the entity (User, file,
host etc.)
Host / Internal IP
Feature engineering 1. Randomness of visited domains
2. How many domains did the host try to visit?
Data Labeling/annotating ● DGA
● Benign
Model Classifier
Prediction Benign or DGA
PATTERNEX CONFIDENTIAL 22
Model
Jane: Attack
John: Benign
…
Smith: Attack
Labels
Million dollar question: Where do these labels come from?
PATTERNEX CONFIDENTIAL 23
Model
Jane: Attack
John: Benign
…
Smith: Attack
Predictions
PATTERNEX 24
Teaching a computer to see
Feature Engineering Labeling Models
TURKERS
Classification
CATvs.NOT
VISION
EXPERT
DATA
SCIENTIST Model
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PATTERNEX 26
Computer vision vs InfoSec
Data Property Computer Vision InfoSec
Available
Universal
Labeled
Static/Dynamic
PATTERNEX 27
Data Property Computer Vision InfoSec
Available
Universal
Labeled
Static/Dynamic
PATTERNEX 28
Data Property Computer Vision InfoSec
Available
Universal
Labeled
Static/Dynamic
PATTERNEX CONFIDENTIAL 29
PATTERNEX 30
Data Property Computer Vision InfoSec
Available
Universal
Labeled
Static/Dynamic
PATTERNEX CONFIDENTIAL 31
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PATTERNEX CONFIDENTIAL 32
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PATTERNEX 33
Data Property Computer Vision InfoSec
Available
Universal
Labeled
Static/
Dynamic
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User
authentication
Applications
Endpoints
Network
Servers
Security
Analyst
PATTERNEX CONFIDENTIAL 35
https://blog.acolyer.org/2016/06/23/ai2-training-a-big-data-machine-to-defend/
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K. Veeramachaneni, I. Arnaldo et al., AI^2: Training a Big Data Machine to Defend,
2016 IEEE 2nd International Conference on Big Data Security on Cloud, 2016
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Reduce Operating Expenses
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PATTERNEX CONFIDENTIAL 38
Transfer learning
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AI - Data Science
Go-to-market
Sec OpsDistributed
systems/products
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● Ai2 among the 16 coolest innovations that came out
of CSAIL, MIT in 2016: “A deep-learning system
called AI2 was shown to be able to predict 85
percent of cyberattacks with the help of some
human input.”
● CSO: “AI will transform information security, but it
won’t happen overnight”
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Thank You

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