SlideShare a Scribd company logo

Visualization for Security

•
•
Raffael Marty
Raffael Marty

Vision is a human’s dominant sense. It is the communication channel with the highest bandwidth into the human brain. Security tools and applications need to make better use of information visualization to enhance human computer interactions and information exchange. In this talk we will explore a few basic principles of information visualization to see how they apply to cyber security. We will explore both visualization as a data presentation, as well as a data discovery tool. We will address questions like: What makes for effective visualizations? What are some core principles to follow when designing a dashboard? How do you go about visually exploring a terabyte of data? And what role do big data and data mining play in security visualization? The presentation is filled with visualizations of security data to help translate the theoretical concepts into tangible applications.

Internet
1 of 43
Download to read offline
Raffael Marty, CEO Visualization for Security Blue Coat - Sunnyvale August, 2014
Security. Analytics. Insight.2 I am Raffy - I do Viz! IBM Research
Security. Analytics. Insight.3 What is Security Visualization? Treemap of a Firewall Log • if found(machine) • connect on port 135 • ping scan machines (echo requests) Showing MS Blaster:
Security. Analytics. Insight.4 Security Visualization Can Be Beautiful Part of Enron Email dataset sender recipient
Security. Analytics. Insight.5 Security Visualization - Sometimes Abstract Parallel Coordinates of an IDS log Can you find anything
 interesting?
Security. Analytics. Insight.6 Security Visualization One destinations is
 getting hammered! Parallel Coordinates of an IDS log
Security. Analytics. Insight.7 Security Visualization One destinations is
 getting hammered! ! Maybe a false positive?
Visualization
Security. Analytics. Insight.9 Basic Visualization Principles How many 9’s?
Security. Analytics. Insight.10 How Many Nines?
Security. Analytics. Insight.11 What Product has Highest Profit? And Which has Worst Sales?
Security. Analytics. Insight.12 Table Charts • The exact values are not important • Comparisons • Highlights
Security. Analytics. Insight.13 Show Context 42
Security. Analytics. Insight.14 Show Context 42 is just a number and means nothing without context
Security. Analytics. Insight.16 Use Numbers To Highlight Most Important Parts of Data Numbers Summaries
Security. Analytics. Insight.17 Visualization Creates Context Visualization Puts Numbers (Data) in Context!
Security. Analytics. Insight.18 Visualization To … Present / Communicate Discover / Explore
Data Presentation
Security. Analytics. Insight.20 • Show  comparisons, contrasts, differences • Show  causality, mechanism, explanation, systematic structure. • Show  multivariate data; that is, show more than 1 or 2 variables. ! by Edward Tufte Principals of Analytic Design
Security. Analytics. Insight.21 Comparison (to Normal) DNS Reflection • 1:100 Amplification with DNS zone transfer for ripe.net domain • 309Gbps for 28 minutes, 30956 open resolver IPs, 3 networks that allowed spoofing, 5-7 compromised servers  March 20, 2013
Security. Analytics. Insight.22 Causality / Explanation
Security. Analytics. Insight.23 Multi-Variate Data
Security. Analytics. Insight.24 Choosing Visualizations Objective AudienceData
25
Charts 26
Security. Analytics. Insight.27 More Advanced Graphs • Parallel Coordinates • Treemaps • Link Graphs • etc.
Security. Analytics. Insight.28 Additional information about objects, such as: • machine • roles • criticality • location • owner • … • user • roles • office location • … Add Context source destination machine and 
 user context machine role user role
Security. Analytics. Insight.29 Traffic Flow Analysis With Context
Security. Analytics. Insight.30 Intra-Role Anomaly - Random Order users time dc(machines)
Security. Analytics. Insight.31 Add Context - User Roles Administrator Sales Development Finance Admin???
Security. Analytics. Insight.32 http://www.scifiinterfaces.com/ • Black background • Blue or green colors • Glow Aesthetics Matter
Dashboards
Security. Analytics. Insight.34 • Audience, audience, audience! • Comprehensive Information (enough context) • Highlight important data • Use graphics when appropriate • Good choice of graphics and design • Aesthetically pleasing • Enough information to decide if action is necessary • No scrolling • Real-time vs. batch? (Refresh-rates) • Clear organization Dashboard Design Principles
Security. Analytics. Insight.35 Netflix Dashboard http://blog.fusioncharts.com/2014/04/how-netflix-plans-to-improve-its-operational-visibility-with-real-time-data-visualization/#more-7243
Security. Analytics. Insight.36
37 Data Discovery & Exploration
Security. Analytics. Insight.38 Visualize Me Lots (>1TB) of Data
Security. Analytics. Insight.39 Data Visualization Workflow Overview Zoom / Filter Details on Demand Principle by Ben Shneiderman
Security. Analytics. Insight.40 This visualization process requires: • Low latency, scalable backend (columnar, distributed data store) • Efficient client-server communications and caching • Assistance of data mining to • Reduce overall data to look at • Highlight relationships, patterns, and outliers • Assist analyst in focussing on ‘important’ areas Backend Support
Security. Analytics. Insight.41 What I am Working On Data Stores Analytics Forensics Models Admin 10.9.79.109 --> 3.16.204.150 10.8.24.80 --> 192.168.148.193 10.8.50.85 --> 192.168.148.193 10.8.48.128 --> 192.168.148.193 10.9.79.6 --> 192.168.148.193 10.9.79.6 10.8.48.128 80 53 8.8.8.8 127.0.0.1 Anomalies Decomposition Data Seasonal Trend Anomaly Details “Hunt” ExplainCommunicate
Security. Analytics. Insight.42 Visualization Principles • Use numbers to highlight most important data • Use visualizations to put data in context • Show comparisons, causality, and multivariate data • To find the right visualization, focus on: Objective, Data, Audience • Use data context to augment data and tell a story Visualization can be used for for presentation and/or exploration • Exploration paradigm: Overview first, zoom and filter, details on demand Recap
43 raffael.marty@pixlcloud.com http://slideshare.net/zrlram http://secviz.org and @secviz Further resources:

Recommended

The Heatmap
 - Why is Security Visualization so Hard?
The Heatmap
 - Why is Security Visualization so Hard?The Heatmap
 - Why is Security Visualization so Hard?
The Heatmap
 - Why is Security Visualization so Hard?
Raffael Marty
 
Splunk Data Onboarding Overview - Splunk Data Collection Architecture
Splunk Data Onboarding Overview - Splunk Data Collection ArchitectureSplunk Data Onboarding Overview - Splunk Data Collection Architecture
Splunk Data Onboarding Overview - Splunk Data Collection Architecture
Splunk
 
Présentation ELK/SIEM et démo Wazuh
Présentation ELK/SIEM et démo WazuhPrésentation ELK/SIEM et démo Wazuh
Présentation ELK/SIEM et démo Wazuh
Aurélie Henriot
 
From SIEM to SOC: Crossing the Cybersecurity Chasm
From SIEM to SOC: Crossing the Cybersecurity ChasmFrom SIEM to SOC: Crossing the Cybersecurity Chasm
From SIEM to SOC: Crossing the Cybersecurity Chasm
Priyanka Aash
 
Splunk Enterprise Security
Splunk Enterprise SecuritySplunk Enterprise Security
Splunk Enterprise Security
Splunk
 
Arp protokolu ve guvenlik zafiyeti
Arp protokolu ve guvenlik zafiyetiArp protokolu ve guvenlik zafiyeti
Arp protokolu ve guvenlik zafiyeti
BGA Cyber Security
 
Penetrasyon Testlerinde Açık Kod Yazılımların Kullanımı
Penetrasyon Testlerinde Açık Kod Yazılımların KullanımıPenetrasyon Testlerinde Açık Kod Yazılımların Kullanımı
Penetrasyon Testlerinde Açık Kod Yazılımların Kullanımı
BGA Cyber Security
 
Bsides 2019 - Intelligent Threat Hunting
Bsides 2019 - Intelligent Threat HuntingBsides 2019 - Intelligent Threat Hunting
Bsides 2019 - Intelligent Threat Hunting
Dhruv Majumdar
 

Recommended

The Heatmap
 - Why is Security Visualization so Hard?
The Heatmap
 - Why is Security Visualization so Hard?The Heatmap
 - Why is Security Visualization so Hard?
The Heatmap
 - Why is Security Visualization so Hard?
Raffael Marty
 
Splunk Data Onboarding Overview - Splunk Data Collection Architecture
Splunk Data Onboarding Overview - Splunk Data Collection ArchitectureSplunk Data Onboarding Overview - Splunk Data Collection Architecture
Splunk Data Onboarding Overview - Splunk Data Collection Architecture
Splunk
 
Présentation ELK/SIEM et démo Wazuh
Présentation ELK/SIEM et démo WazuhPrésentation ELK/SIEM et démo Wazuh
Présentation ELK/SIEM et démo Wazuh
Aurélie Henriot
 
From SIEM to SOC: Crossing the Cybersecurity Chasm
From SIEM to SOC: Crossing the Cybersecurity ChasmFrom SIEM to SOC: Crossing the Cybersecurity Chasm
From SIEM to SOC: Crossing the Cybersecurity Chasm
Priyanka Aash
 
Splunk Enterprise Security
Splunk Enterprise SecuritySplunk Enterprise Security
Splunk Enterprise Security
Splunk
 
Arp protokolu ve guvenlik zafiyeti
Arp protokolu ve guvenlik zafiyetiArp protokolu ve guvenlik zafiyeti
Arp protokolu ve guvenlik zafiyeti
BGA Cyber Security
 
Penetrasyon Testlerinde Açık Kod Yazılımların Kullanımı
Penetrasyon Testlerinde Açık Kod Yazılımların KullanımıPenetrasyon Testlerinde Açık Kod Yazılımların Kullanımı
Penetrasyon Testlerinde Açık Kod Yazılımların Kullanımı
BGA Cyber Security
 
Bsides 2019 - Intelligent Threat Hunting
Bsides 2019 - Intelligent Threat HuntingBsides 2019 - Intelligent Threat Hunting
Bsides 2019 - Intelligent Threat Hunting
Dhruv Majumdar
 
Splunk for Enterprise Security and User Behavior Analytics
Splunk for Enterprise Security and User Behavior Analytics Splunk for Enterprise Security and User Behavior Analytics
Splunk for Enterprise Security and User Behavior Analytics
Splunk
 
Make Your SOC Work Smarter, Not Harder
Make Your SOC Work Smarter, Not HarderMake Your SOC Work Smarter, Not Harder
Make Your SOC Work Smarter, Not Harder
Splunk
 
Web Application Penetration Testing
Web Application Penetration Testing Web Application Penetration Testing
Web Application Penetration Testing
Priyanka Aash
 
Threat Hunting Workshop
Threat Hunting WorkshopThreat Hunting Workshop
Threat Hunting Workshop
Splunk
 
Threat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onThreat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-on
Splunk
 
Elk - An introduction
Elk - An introductionElk - An introduction
Elk - An introduction
Hossein Shemshadi
 
Cyber Threat Hunting: Identify and Hunt Down Intruders
Cyber Threat Hunting: Identify and Hunt Down IntrudersCyber Threat Hunting: Identify and Hunt Down Intruders
Cyber Threat Hunting: Identify and Hunt Down Intruders
Infosec
 
Splunk Search Optimization
Splunk Search OptimizationSplunk Search Optimization
Splunk Search Optimization
Splunk
 
User and Entity Behavior Analytics using the Sqrrl Behavior Graph
User and Entity Behavior Analytics using the Sqrrl Behavior GraphUser and Entity Behavior Analytics using the Sqrrl Behavior Graph
User and Entity Behavior Analytics using the Sqrrl Behavior Graph
Sqrrl
 
SQL-on-Hadoop Tutorial
SQL-on-Hadoop TutorialSQL-on-Hadoop Tutorial
SQL-on-Hadoop Tutorial
Daniel Abadi
 
Effective Threat Hunting with Tactical Threat Intelligence
Effective Threat Hunting with Tactical Threat IntelligenceEffective Threat Hunting with Tactical Threat Intelligence
Effective Threat Hunting with Tactical Threat Intelligence
Dhruv Majumdar
 
Threat hunting on the wire
Threat hunting on the wireThreat hunting on the wire
Threat hunting on the wire
InfoSec Addicts
 
Building an Analytics Enables SOC
Building an Analytics Enables SOCBuilding an Analytics Enables SOC
Building an Analytics Enables SOC
Splunk
 
NetSecTR - "Siem / Log Korelasyon Sunumu" Huzeyfe Önal
NetSecTR - "Siem / Log Korelasyon Sunumu" Huzeyfe ÖnalNetSecTR - "Siem / Log Korelasyon Sunumu" Huzeyfe Önal
NetSecTR - "Siem / Log Korelasyon Sunumu" Huzeyfe Önal
BGA Cyber Security
 
SAST vs. DAST: What’s the Best Method For Application Security Testing?
SAST vs. DAST: What’s the Best Method For Application Security Testing?SAST vs. DAST: What’s the Best Method For Application Security Testing?
SAST vs. DAST: What’s the Best Method For Application Security Testing?
Cigital
 
Thick client pentesting_the-hackers_meetup_version1.0pptx
Thick client pentesting_the-hackers_meetup_version1.0pptxThick client pentesting_the-hackers_meetup_version1.0pptx
Thick client pentesting_the-hackers_meetup_version1.0pptx
Anurag Srivastava
 
Delivering Security Insights with Data Analytics and Visualization
Delivering Security Insights with Data Analytics and VisualizationDelivering Security Insights with Data Analytics and Visualization
Delivering Security Insights with Data Analytics and Visualization
Raffael Marty
 
Présentation et démo ELK/SIEM/Wazuh
Présentation et démo ELK/SIEM/Wazuh Présentation et démo ELK/SIEM/Wazuh
Présentation et démo ELK/SIEM/Wazuh
clevernetsystemsgeneva
 
Machine Learning & Cyber Security: Detecting Malicious URLs in the Haystack
Machine Learning & Cyber Security: Detecting Malicious URLs in the HaystackMachine Learning & Cyber Security: Detecting Malicious URLs in the Haystack
Machine Learning & Cyber Security: Detecting Malicious URLs in the Haystack
Alistair Gillespie
 
Threat Hunting vs. UEBA: Similarities, Differences, and How They Work Together
Threat Hunting vs. UEBA: Similarities, Differences, and How They Work Together Threat Hunting vs. UEBA: Similarities, Differences, and How They Work Together
Threat Hunting vs. UEBA: Similarities, Differences, and How They Work Together
Sqrrl
 
Visualization in the Age of Big Data
Visualization in the Age of Big DataVisualization in the Age of Big Data
Visualization in the Age of Big Data
Raffael Marty
 
Big Data Visualization
Big Data VisualizationBig Data Visualization
Big Data Visualization
Raffael Marty
 

More Related Content

What's hot

Splunk for Enterprise Security and User Behavior Analytics
Splunk for Enterprise Security and User Behavior Analytics Splunk for Enterprise Security and User Behavior Analytics
Splunk for Enterprise Security and User Behavior Analytics
Splunk
 
Make Your SOC Work Smarter, Not Harder
Make Your SOC Work Smarter, Not HarderMake Your SOC Work Smarter, Not Harder
Make Your SOC Work Smarter, Not Harder
Splunk
 
Cyber Threat Hunting: Identify and Hunt Down Intruders
Cyber Threat Hunting: Identify and Hunt Down IntrudersCyber Threat Hunting: Identify and Hunt Down Intruders
Cyber Threat Hunting: Identify and Hunt Down Intruders
Infosec
 
SAST vs. DAST: What’s the Best Method For Application Security Testing?
SAST vs. DAST: What’s the Best Method For Application Security Testing?SAST vs. DAST: What’s the Best Method For Application Security Testing?
SAST vs. DAST: What’s the Best Method For Application Security Testing?
Cigital
 
Delivering Security Insights with Data Analytics and Visualization
Delivering Security Insights with Data Analytics and VisualizationDelivering Security Insights with Data Analytics and Visualization
Delivering Security Insights with Data Analytics and Visualization
Raffael Marty
 

What's hot (20)

Splunk for Enterprise Security and User Behavior Analytics
Splunk for Enterprise Security and User Behavior Analytics Splunk for Enterprise Security and User Behavior Analytics
Splunk for Enterprise Security and User Behavior Analytics
 
Make Your SOC Work Smarter, Not Harder
Make Your SOC Work Smarter, Not HarderMake Your SOC Work Smarter, Not Harder
Make Your SOC Work Smarter, Not Harder
 
Web Application Penetration Testing
Web Application Penetration Testing Web Application Penetration Testing
Web Application Penetration Testing
 
Threat Hunting Workshop
Threat Hunting WorkshopThreat Hunting Workshop
Threat Hunting Workshop
 
Threat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onThreat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-on
 
Elk - An introduction
Elk - An introductionElk - An introduction
Elk - An introduction
 
Cyber Threat Hunting: Identify and Hunt Down Intruders
Cyber Threat Hunting: Identify and Hunt Down IntrudersCyber Threat Hunting: Identify and Hunt Down Intruders
Cyber Threat Hunting: Identify and Hunt Down Intruders
 
Splunk Search Optimization
Splunk Search OptimizationSplunk Search Optimization
Splunk Search Optimization
 
User and Entity Behavior Analytics using the Sqrrl Behavior Graph
User and Entity Behavior Analytics using the Sqrrl Behavior GraphUser and Entity Behavior Analytics using the Sqrrl Behavior Graph
User and Entity Behavior Analytics using the Sqrrl Behavior Graph
 
SQL-on-Hadoop Tutorial
SQL-on-Hadoop TutorialSQL-on-Hadoop Tutorial
SQL-on-Hadoop Tutorial
 
Effective Threat Hunting with Tactical Threat Intelligence
Effective Threat Hunting with Tactical Threat IntelligenceEffective Threat Hunting with Tactical Threat Intelligence
Effective Threat Hunting with Tactical Threat Intelligence
 
Threat hunting on the wire
Threat hunting on the wireThreat hunting on the wire
Threat hunting on the wire
 
Building an Analytics Enables SOC
Building an Analytics Enables SOCBuilding an Analytics Enables SOC
Building an Analytics Enables SOC
 
NetSecTR - "Siem / Log Korelasyon Sunumu" Huzeyfe Önal
NetSecTR - "Siem / Log Korelasyon Sunumu" Huzeyfe ÖnalNetSecTR - "Siem / Log Korelasyon Sunumu" Huzeyfe Önal
NetSecTR - "Siem / Log Korelasyon Sunumu" Huzeyfe Önal
 
SAST vs. DAST: What’s the Best Method For Application Security Testing?
SAST vs. DAST: What’s the Best Method For Application Security Testing?SAST vs. DAST: What’s the Best Method For Application Security Testing?
SAST vs. DAST: What’s the Best Method For Application Security Testing?
 
Thick client pentesting_the-hackers_meetup_version1.0pptx
Thick client pentesting_the-hackers_meetup_version1.0pptxThick client pentesting_the-hackers_meetup_version1.0pptx
Thick client pentesting_the-hackers_meetup_version1.0pptx
 
Delivering Security Insights with Data Analytics and Visualization
Delivering Security Insights with Data Analytics and VisualizationDelivering Security Insights with Data Analytics and Visualization
Delivering Security Insights with Data Analytics and Visualization
 
Présentation et démo ELK/SIEM/Wazuh
Présentation et démo ELK/SIEM/Wazuh Présentation et démo ELK/SIEM/Wazuh
Présentation et démo ELK/SIEM/Wazuh
 
Machine Learning & Cyber Security: Detecting Malicious URLs in the Haystack
Machine Learning & Cyber Security: Detecting Malicious URLs in the HaystackMachine Learning & Cyber Security: Detecting Malicious URLs in the Haystack
Machine Learning & Cyber Security: Detecting Malicious URLs in the Haystack
 
Threat Hunting vs. UEBA: Similarities, Differences, and How They Work Together
Threat Hunting vs. UEBA: Similarities, Differences, and How They Work Together Threat Hunting vs. UEBA: Similarities, Differences, and How They Work Together
Threat Hunting vs. UEBA: Similarities, Differences, and How They Work Together
 

Similar to Visualization for Security

Visualization in the Age of Big Data
Visualization in the Age of Big DataVisualization in the Age of Big Data
Visualization in the Age of Big Data
Raffael Marty
 
AI & ML in Cyber Security - Welcome Back to 1999 - Security Hasn't Changed
AI & ML in Cyber Security - Welcome Back to 1999 - Security Hasn't ChangedAI & ML in Cyber Security - Welcome Back to 1999 - Security Hasn't Changed
AI & ML in Cyber Security - Welcome Back to 1999 - Security Hasn't Changed
Raffael Marty
 
The Heatmap
 - Why is Security Visualization so Hard?
The Heatmap
 - Why is Security Visualization so Hard?The Heatmap
 - Why is Security Visualization so Hard?
The Heatmap
 - Why is Security Visualization so Hard?
Raffael Marty
 
AI on Spark for Malware Analysis and Anomalous Threat Detection
AI on Spark for Malware Analysis and Anomalous Threat DetectionAI on Spark for Malware Analysis and Anomalous Threat Detection
AI on Spark for Malware Analysis and Anomalous Threat Detection
Databricks
 
BSides Vienna 2015
BSides Vienna 2015BSides Vienna 2015
BSides Vienna 2015
Daniel Liber
 
Bridging the Gap: Analyzing Data in and Below the Cloud
Bridging the Gap: Analyzing Data in and Below the CloudBridging the Gap: Analyzing Data in and Below the Cloud
Bridging the Gap: Analyzing Data in and Below the Cloud
Inside Analysis
 

Similar to Visualization for Security (20)

Visualization in the Age of Big Data
Visualization in the Age of Big DataVisualization in the Age of Big Data
Visualization in the Age of Big Data
 
Big Data Visualization
Big Data VisualizationBig Data Visualization
Big Data Visualization
 
AI & ML in Cyber Security - Welcome Back to 1999 - Security Hasn't Changed
AI & ML in Cyber Security - Welcome Back to 1999 - Security Hasn't ChangedAI & ML in Cyber Security - Welcome Back to 1999 - Security Hasn't Changed
AI & ML in Cyber Security - Welcome Back to 1999 - Security Hasn't Changed
 
The Heatmap
 - Why is Security Visualization so Hard?
The Heatmap
 - Why is Security Visualization so Hard?The Heatmap
 - Why is Security Visualization so Hard?
The Heatmap
 - Why is Security Visualization so Hard?
 
"Threat Model Every Story": Practical Continuous Threat Modeling Work for You...
"Threat Model Every Story": Practical Continuous Threat Modeling Work for You..."Threat Model Every Story": Practical Continuous Threat Modeling Work for You...
"Threat Model Every Story": Practical Continuous Threat Modeling Work for You...
 
Software Analytics: Data Analytics for Software Engineering and Security
Software Analytics: Data Analytics for Software Engineering and SecuritySoftware Analytics: Data Analytics for Software Engineering and Security
Software Analytics: Data Analytics for Software Engineering and Security
 
AI on Spark for Malware Analysis and Anomalous Threat Detection
AI on Spark for Malware Analysis and Anomalous Threat DetectionAI on Spark for Malware Analysis and Anomalous Threat Detection
AI on Spark for Malware Analysis and Anomalous Threat Detection
 
Quality engineering in a world with AI and IoT
Quality engineering in a world with AI and IoTQuality engineering in a world with AI and IoT
Quality engineering in a world with AI and IoT
 
Software Analytics: Towards Software Mining that Matters (2014)
Software Analytics: Towards Software Mining that Matters (2014)Software Analytics: Towards Software Mining that Matters (2014)
Software Analytics: Towards Software Mining that Matters (2014)
 
Splunk for Enterprise Security featuring UBA Breakout Session
Splunk for Enterprise Security featuring UBA Breakout SessionSplunk for Enterprise Security featuring UBA Breakout Session
Splunk for Enterprise Security featuring UBA Breakout Session
 
[WSO2Con EU 2017] Deriving Insights for Your Digital Business with Analytics
[WSO2Con EU 2017] Deriving Insights for Your Digital Business with Analytics[WSO2Con EU 2017] Deriving Insights for Your Digital Business with Analytics
[WSO2Con EU 2017] Deriving Insights for Your Digital Business with Analytics
 
Ten security product categories you've (probably) never heard of
Ten security product categories you've (probably) never heard ofTen security product categories you've (probably) never heard of
Ten security product categories you've (probably) never heard of
 
BSides Vienna 2015
BSides Vienna 2015BSides Vienna 2015
BSides Vienna 2015
 
TechEvent 2019: Artificial Intelligence in Dev & Ops; Martin Luckow - Trivadis
TechEvent 2019: Artificial Intelligence in Dev & Ops; Martin Luckow - TrivadisTechEvent 2019: Artificial Intelligence in Dev & Ops; Martin Luckow - Trivadis
TechEvent 2019: Artificial Intelligence in Dev & Ops; Martin Luckow - Trivadis
 
Defcon 22-wesley-mc grew-instrumenting-point-of-sale-malware
Defcon 22-wesley-mc grew-instrumenting-point-of-sale-malwareDefcon 22-wesley-mc grew-instrumenting-point-of-sale-malware
Defcon 22-wesley-mc grew-instrumenting-point-of-sale-malware
 
How to build observability into a serverless application
How to build observability into a serverless applicationHow to build observability into a serverless application
How to build observability into a serverless application
 
CyberSecurity Portfolio Management
CyberSecurity Portfolio ManagementCyberSecurity Portfolio Management
CyberSecurity Portfolio Management
 
Webinar: Scaling MongoDB
Webinar: Scaling MongoDBWebinar: Scaling MongoDB
Webinar: Scaling MongoDB
 
Bridging the Gap: Analyzing Data in and Below the Cloud
Bridging the Gap: Analyzing Data in and Below the CloudBridging the Gap: Analyzing Data in and Below the Cloud
Bridging the Gap: Analyzing Data in and Below the Cloud
 
Azure Operation Management Suite - security and compliance
Azure Operation Management Suite - security and complianceAzure Operation Management Suite - security and compliance
Azure Operation Management Suite - security and compliance
 

More from Raffael Marty

Extended Detection and Response (XDR) An Overhyped Product Category With Ulti...
Extended Detection and Response (XDR) An Overhyped Product Category With Ulti...Extended Detection and Response (XDR) An Overhyped Product Category With Ulti...
Extended Detection and Response (XDR) An Overhyped Product Category With Ulti...
Raffael Marty
 
Cyber Security Beyond 2020 – Will We Learn From Our Mistakes?
Cyber Security Beyond 2020 – Will We Learn From Our Mistakes?Cyber Security Beyond 2020 – Will We Learn From Our Mistakes?
Cyber Security Beyond 2020 – Will We Learn From Our Mistakes?
Raffael Marty
 
Artificial Intelligence – Time Bomb or The Promised Land?
Artificial Intelligence – Time Bomb or The Promised Land?Artificial Intelligence – Time Bomb or The Promised Land?
Artificial Intelligence – Time Bomb or The Promised Land?
Raffael Marty
 
AI & ML in Cyber Security - Why Algorithms are Dangerous
AI & ML in Cyber Security - Why Algorithms are DangerousAI & ML in Cyber Security - Why Algorithms are Dangerous
AI & ML in Cyber Security - Why Algorithms are Dangerous
Raffael Marty
 
AI & ML in Cyber Security - Why Algorithms Are Dangerous
AI & ML in Cyber Security - Why Algorithms Are DangerousAI & ML in Cyber Security - Why Algorithms Are Dangerous
AI & ML in Cyber Security - Why Algorithms Are Dangerous
Raffael Marty
 
Creating Your Own Threat Intel Through Hunting & Visualization
Creating Your Own Threat Intel Through Hunting & VisualizationCreating Your Own Threat Intel Through Hunting & Visualization
Creating Your Own Threat Intel Through Hunting & Visualization
Raffael Marty
 
Creating Your Own Threat Intel Through Hunting & Visualization
Creating Your Own Threat Intel Through Hunting & VisualizationCreating Your Own Threat Intel Through Hunting & Visualization
Creating Your Own Threat Intel Through Hunting & Visualization
Raffael Marty
 
Cyber Security – How Visual Analytics Unlock Insight
Cyber Security – How Visual Analytics Unlock InsightCyber Security – How Visual Analytics Unlock Insight
Cyber Security – How Visual Analytics Unlock Insight
Raffael Marty
 
Visual Analytics and Security Intelligence
Visual Analytics and Security IntelligenceVisual Analytics and Security Intelligence
Visual Analytics and Security Intelligence
Raffael Marty
 

More from Raffael Marty (20)

Exploring the Defender's Advantage
Exploring the Defender's AdvantageExploring the Defender's Advantage
Exploring the Defender's Advantage
 
Extended Detection and Response (XDR) An Overhyped Product Category With Ulti...
Extended Detection and Response (XDR) An Overhyped Product Category With Ulti...Extended Detection and Response (XDR) An Overhyped Product Category With Ulti...
Extended Detection and Response (XDR) An Overhyped Product Category With Ulti...
 
How To Drive Value with Security Data
How To Drive Value with Security DataHow To Drive Value with Security Data
How To Drive Value with Security Data
 
Cyber Security Beyond 2020 – Will We Learn From Our Mistakes?
Cyber Security Beyond 2020 – Will We Learn From Our Mistakes?Cyber Security Beyond 2020 – Will We Learn From Our Mistakes?
Cyber Security Beyond 2020 – Will We Learn From Our Mistakes?
 
Artificial Intelligence – Time Bomb or The Promised Land?
Artificial Intelligence – Time Bomb or The Promised Land?Artificial Intelligence – Time Bomb or The Promised Land?
Artificial Intelligence – Time Bomb or The Promised Land?
 
Understanding the "Intelligence" in AI
Understanding the "Intelligence" in AIUnderstanding the "Intelligence" in AI
Understanding the "Intelligence" in AI
 
Security Chat 5.0
Security Chat 5.0Security Chat 5.0
Security Chat 5.0
 
AI & ML in Cyber Security - Why Algorithms are Dangerous
AI & ML in Cyber Security - Why Algorithms are DangerousAI & ML in Cyber Security - Why Algorithms are Dangerous
AI & ML in Cyber Security - Why Algorithms are Dangerous
 
AI & ML in Cyber Security - Why Algorithms Are Dangerous
AI & ML in Cyber Security - Why Algorithms Are DangerousAI & ML in Cyber Security - Why Algorithms Are Dangerous
AI & ML in Cyber Security - Why Algorithms Are Dangerous
 
Security Insights at Scale
Security Insights at ScaleSecurity Insights at Scale
Security Insights at Scale
 
Creating Your Own Threat Intel Through Hunting & Visualization
Creating Your Own Threat Intel Through Hunting & VisualizationCreating Your Own Threat Intel Through Hunting & Visualization
Creating Your Own Threat Intel Through Hunting & Visualization
 
Creating Your Own Threat Intel Through Hunting & Visualization
Creating Your Own Threat Intel Through Hunting & VisualizationCreating Your Own Threat Intel Through Hunting & Visualization
Creating Your Own Threat Intel Through Hunting & Visualization
 
Workshop: Big Data Visualization for Security
Workshop: Big Data Visualization for SecurityWorkshop: Big Data Visualization for Security
Workshop: Big Data Visualization for Security
 
DAVIX - Data Analysis and Visualization Linux
DAVIX - Data Analysis and Visualization LinuxDAVIX - Data Analysis and Visualization Linux
DAVIX - Data Analysis and Visualization Linux
 
Cloud - Security - Big Data
Cloud - Security - Big DataCloud - Security - Big Data
Cloud - Security - Big Data
 
Cyber Security – How Visual Analytics Unlock Insight
Cyber Security – How Visual Analytics Unlock InsightCyber Security – How Visual Analytics Unlock Insight
Cyber Security – How Visual Analytics Unlock Insight
 
AfterGlow
AfterGlowAfterGlow
AfterGlow
 
Supercharging Visualization with Data Mining
Supercharging Visualization with Data MiningSupercharging Visualization with Data Mining
Supercharging Visualization with Data Mining
 
Security Visualization - Let's Take A Step Back
Security Visualization - Let's Take A Step BackSecurity Visualization - Let's Take A Step Back
Security Visualization - Let's Take A Step Back
 
Visual Analytics and Security Intelligence
Visual Analytics and Security IntelligenceVisual Analytics and Security Intelligence
Visual Analytics and Security Intelligence
 

Recently uploaded

Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...
Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...
Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...
Call Girls In Delhi Whatsup 9873940964 Enjoy Unlimited Pleasure
 
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
soniya singh
 
Hire↠Young Call Girls in Tilak nagar (Delhi) ☎️ 9205541914 ☎️ Independent Esc...
Hire↠Young Call Girls in Tilak nagar (Delhi) ☎️ 9205541914 ☎️ Independent Esc...Hire↠Young Call Girls in Tilak nagar (Delhi) ☎️ 9205541914 ☎️ Independent Esc...
Hire↠Young Call Girls in Tilak nagar (Delhi) ☎️ 9205541914 ☎️ Independent Esc...
Delhi Call girls
 
Call Girls Dubai Prolapsed O525547819 Call Girls In Dubai Princes$
Call Girls Dubai Prolapsed O525547819 Call Girls In Dubai Princes$Call Girls Dubai Prolapsed O525547819 Call Girls In Dubai Princes$
Call Girls Dubai Prolapsed O525547819 Call Girls In Dubai Princes$
kojalkojal131
 
Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.
soniya singh
 
Low Rate Young Call Girls in Sector 63 Mamura Noida ✔️☆9289244007✔️☆ Female E...
Low Rate Young Call Girls in Sector 63 Mamura Noida ✔️☆9289244007✔️☆ Female E...Low Rate Young Call Girls in Sector 63 Mamura Noida ✔️☆9289244007✔️☆ Female E...
Low Rate Young Call Girls in Sector 63 Mamura Noida ✔️☆9289244007✔️☆ Female E...
SofiyaSharma5
 
Call Girls Service Chandigarh Lucky ❤️ 7710465962 Independent Call Girls In C...
Call Girls Service Chandigarh Lucky ❤️ 7710465962 Independent Call Girls In C...Call Girls Service Chandigarh Lucky ❤️ 7710465962 Independent Call Girls In C...
Call Girls Service Chandigarh Lucky ❤️ 7710465962 Independent Call Girls In C...
Sheetaleventcompany
 
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...
singhpriety023
 
𓀤Call On 7877925207 𓀤 Ahmedguda Call Girls Hot Model With Sexy Bhabi Ready Fo...
𓀤Call On 7877925207 𓀤 Ahmedguda Call Girls Hot Model With Sexy Bhabi Ready Fo...𓀤Call On 7877925207 𓀤 Ahmedguda Call Girls Hot Model With Sexy Bhabi Ready Fo...
𓀤Call On 7877925207 𓀤 Ahmedguda Call Girls Hot Model With Sexy Bhabi Ready Fo...
Neha Pandey
 
Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Call Girls in Nagpur High Profile
 
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
soniya singh
 
Russian Call girl in Ajman +971563133746 Ajman Call girl Service
Russian Call girl in Ajman +971563133746 Ajman Call girl ServiceRussian Call girl in Ajman +971563133746 Ajman Call girl Service
Russian Call girl in Ajman +971563133746 Ajman Call girl Service
gwenoracqe6
 
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort ServiceEnjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
Delhi Call girls
 
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
Escorts Call Girls
 
CALL ON ➥8923113531 🔝Call Girls Lucknow Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Lucknow Lucknow best sexual service OnlineCALL ON ➥8923113531 🔝Call Girls Lucknow Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Lucknow Lucknow best sexual service Online
anilsa9823
 
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
soniya singh
 

Recently uploaded (20)

Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...
Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...
Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...
 
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
 
Moving Beyond Twitter/X and Facebook - Social Media for local news providers
Moving Beyond Twitter/X and Facebook - Social Media for local news providersMoving Beyond Twitter/X and Facebook - Social Media for local news providers
Moving Beyond Twitter/X and Facebook - Social Media for local news providers
 
✂️ 👅 Independent Andheri Escorts With Room Vashi Call Girls 💃 9004004663
✂️ 👅 Independent Andheri Escorts With Room Vashi Call Girls 💃 9004004663✂️ 👅 Independent Andheri Escorts With Room Vashi Call Girls 💃 9004004663
✂️ 👅 Independent Andheri Escorts With Room Vashi Call Girls 💃 9004004663
 
Hire↠Young Call Girls in Tilak nagar (Delhi) ☎️ 9205541914 ☎️ Independent Esc...
Hire↠Young Call Girls in Tilak nagar (Delhi) ☎️ 9205541914 ☎️ Independent Esc...Hire↠Young Call Girls in Tilak nagar (Delhi) ☎️ 9205541914 ☎️ Independent Esc...
Hire↠Young Call Girls in Tilak nagar (Delhi) ☎️ 9205541914 ☎️ Independent Esc...
 
Call Girls Dubai Prolapsed O525547819 Call Girls In Dubai Princes$
Call Girls Dubai Prolapsed O525547819 Call Girls In Dubai Princes$Call Girls Dubai Prolapsed O525547819 Call Girls In Dubai Princes$
Call Girls Dubai Prolapsed O525547819 Call Girls In Dubai Princes$
 
Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.
 
Low Rate Young Call Girls in Sector 63 Mamura Noida ✔️☆9289244007✔️☆ Female E...
Low Rate Young Call Girls in Sector 63 Mamura Noida ✔️☆9289244007✔️☆ Female E...Low Rate Young Call Girls in Sector 63 Mamura Noida ✔️☆9289244007✔️☆ Female E...
Low Rate Young Call Girls in Sector 63 Mamura Noida ✔️☆9289244007✔️☆ Female E...
 
Call Girls Service Chandigarh Lucky ❤️ 7710465962 Independent Call Girls In C...
Call Girls Service Chandigarh Lucky ❤️ 7710465962 Independent Call Girls In C...Call Girls Service Chandigarh Lucky ❤️ 7710465962 Independent Call Girls In C...
Call Girls Service Chandigarh Lucky ❤️ 7710465962 Independent Call Girls In C...
 
'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...
'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...
'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...
 
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...
 
𓀤Call On 7877925207 𓀤 Ahmedguda Call Girls Hot Model With Sexy Bhabi Ready Fo...
𓀤Call On 7877925207 𓀤 Ahmedguda Call Girls Hot Model With Sexy Bhabi Ready Fo...𓀤Call On 7877925207 𓀤 Ahmedguda Call Girls Hot Model With Sexy Bhabi Ready Fo...
𓀤Call On 7877925207 𓀤 Ahmedguda Call Girls Hot Model With Sexy Bhabi Ready Fo...
 
Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
 
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
 
Russian Call girl in Ajman +971563133746 Ajman Call girl Service
Russian Call girl in Ajman +971563133746 Ajman Call girl ServiceRussian Call girl in Ajman +971563133746 Ajman Call girl Service
Russian Call girl in Ajman +971563133746 Ajman Call girl Service
 
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort ServiceEnjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
 
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
 
CALL ON ➥8923113531 🔝Call Girls Lucknow Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Lucknow Lucknow best sexual service OnlineCALL ON ➥8923113531 🔝Call Girls Lucknow Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Lucknow Lucknow best sexual service Online
 
Russian Call Girls in %(+971524965298 )# Call Girls in Dubai
Russian Call Girls in %(+971524965298 )# Call Girls in DubaiRussian Call Girls in %(+971524965298 )# Call Girls in Dubai
Russian Call Girls in %(+971524965298 )# Call Girls in Dubai
 
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
 

Visualization for Security