SlideShare a Scribd company logo

Predicting exploitability-forecasts-for-vulnerability-management

•
•
Priyanka Aash
Priyanka Aash

Security is overdue for actionable forecasts. Like predicting the weather, similar models should work for vulnerabilities. With some open source data and a clever machine learning model, Kenna Securities can predict which vulnerabilities attackers are likely to write exploits for. Their model has 90 percent accuracy, one the day a vulnerability is released. The speaker will issue some forecasts live. (Source: RSA Conference USA 2018)

Technology
1 of 39
Download to read offline
SESSION ID: #RSAC Michael Roytman PREDICTING EXPLOITABILITY - FORECASTS FOR VULNERABILITY MANAGEMENT AIR-W02 Chief Data Scientist Kenna Security @mroytman
#RSAC “Prediction is very difficult, especially about the future.” -Niels Bohr
#RSAC 3 Types of Data-Driven 3
#RSAC THE PROBLEM 4 Too many vulnerabilities. How do we derive risk from vulnerability in a data-driven manner?
#RSAC EXPLOITABILITY 5 1. RETROSPECTIVE 2. REAL-TIME 3. PREDICTIVE
#RSAC EXPLOITABILITY 6 1. RETROSPECTIVE 2. REAL-TIME 3. PREDICTIVE
#RSAC Retrospective Model: CVSS 7 Analyst Input Vulnerability Management Programs Augmenting Data Temporal Score Estimation Vulnerability Researchers
#RSAC EXPLOITABILITY 8 1. RETROSPECTIVE 2. REAL-TIME 3. PREDICTIVE
#RSAC Real-Time - The Data 9 Vulnerability Scans (Qualys, Rapid7, Nessus, etc): • 7,000,000 Assets (desktops, servers, urls, ips, macaddresses) • 1,400,000,000 Vulnerabilities (unique asset/CVE pairs) Exploit Events - Successful Exploitations • ReversingLabs’ backend metadata • Hashes for each CVE • Number of found pieces of malware corresponding to each hash • Alienvault Backdoor • “attempted exploits” correlated with open vulnerabilities
#RSAC Attackers Are Fast 10
#RSAC Positive Predictive Value of Remediating: 11
#RSAC DATA OF FUTURE PAST 12 Q: “Of my current vulnerabilities, which ones should I remediate?” A: Old ones with stable, weaponized exploits
#RSAC FUTURE OF DATA PAST 13 Q: “A new vulnerability was just released. Do we scramble?” A:
#RSAC EXPLOITABILITY 14 1. RETROSPECTIVE 2. REAL-TIME 3. PREDICTIVE
#RSAC Learning Machine Learning 15
#RSAC The Future 17 •Classification: output is qualitative •prediction: “Will this vulnerability have an exploit written for it?” (== cause more risk later)
Enter: AWS ML
#RSAC The Data 19 N = 81303 All CVE. Described By: 1. National Vulnerability Database 2. Common Platform Enumeration 3. Occurrences in Kenna Scan Data Labelled as Exploit Available/Not: 1. Exploit DB 2. Metasploit 3. D2 Elliot/Canvas 4. Blackhat Exploit Kits
#RSAC 70% Training, 30% Evaluation Split N = 81303 All Models: 20 L2 regularizer 1 gb 100 passes over the data Receiver operating characteristics for comparisons
#RSAC Predictive - The Expectations 21 Distribution is not uniform. 77% of dataset is not exploited 1. Accuracy of 77% would be bad Precision matters more than Recall 1. No one would use this model absent actual exploit available data. 2. False Negatives matter less than false positives - wasted effort We are not modeling when something will be exploited, just IF Could be tomorrow or in 6 months. Re-run the model every day
#RSAC Model 1: Baseline 22 -CVSS Base -CVSS Temporal -Remote Code Execution -Availability -Integrity -Confidentiality -Authentication -Access Complexity -Access Vector -Publication Date
LMGTFY:
Moar Simple?
Measuring Performance
#RSAC Model 2: Patches 26 -CVSS Base -CVSS Temporal -Remote Code Execution -Availability -Integrity -Confidentiality -Authentication -Access Complexity -Access Vector -Publication Date -Patch Exists
#RSAC Model 3: Affected Software 27 -CVSS Base -CVSS Temporal -Remote Code Execution -Availability -Integrity -Confidentiality -Authentication -Access Complexity -Access Vector -Publication Date -Patch Exists -Vendors -Products
#RSAC Model 4: Words! 28 -CVSS Base -CVSS Temporal -Remote Code Execution -Availability -Integrity -Confidentiality -Authentication -Access Complexity -Access Vector -Publication Date -Patch Exists -Vendors -Products -Description, Ngrams 1-5
#RSAC Model 5: Vulnerability Prevalence 29 -CVSS Base -CVSS Temporal -Remote Code Execution -Availability -Integrity -Confidentiality -Authentication -Access Complexity -Access Vector -Publication Date -Patch Exists -Vendors -Products -Description, Ngrams 1-5 -Vulnerability Prevalence -Number of References
#RSAC Model 6: ”Somewhat Likely” 30
#RSAC Model 6: ”Highly Likely” 31
#RSAC Model 6: ”Most Likely” 32
#RSAC 33 -Track Predictions vs. Real Exploits -Integrate 20+ BlackHat Exploit Kits - FP reduction? -Find better vulnerability descriptions - mine advisories for content? FN reduction? Future Work -Predict Breaches, not Exploits -Attempt Models by Vendor
#RSAC 34 Too many vulnerabilities. How do we derive risk from vulnerability in a data-driven manner? PROBLEM
#RSAC 35 1. Gather data about known successful attack paths 2. Issue forecasts where data is lacking in order to predict new exploits 3. Gather MORE data about known successful attack paths SOLUTION
#RSAC 36 2. When Risk is Rare, Precision is Difficult Takeaways 1. Simple, Power Questions make Machine Learning Useful in Security 3. When Precision is Difficult, Be Smart about Tradeoffs
#RSAC 38 The Takeaway ____ Machine Learn!
#RSAC Putting It All Together 39 Thank You for waking up so early for this! @mroytman www.kennasecurity.com

Recommended

Threat intel- -content-curation-organizing-the-path-to-successful-detection
Threat intel- -content-curation-organizing-the-path-to-successful-detectionThreat intel- -content-curation-organizing-the-path-to-successful-detection
Threat intel- -content-curation-organizing-the-path-to-successful-detection
Priyanka Aash
 
Insights from-NSAs-cybersecurity-threat-operations-center
Insights from-NSAs-cybersecurity-threat-operations-centerInsights from-NSAs-cybersecurity-threat-operations-center
Insights from-NSAs-cybersecurity-threat-operations-center
Priyanka Aash
 
Soc 2030-socs-are-broken-lets-fix- them
Soc 2030-socs-are-broken-lets-fix- themSoc 2030-socs-are-broken-lets-fix- them
Soc 2030-socs-are-broken-lets-fix- them
Priyanka Aash
 
Pulling our-socs-up
Pulling our-socs-upPulling our-socs-up
Pulling our-socs-up
Priyanka Aash
 
Incident response-in-the-cloud
Incident response-in-the-cloudIncident response-in-the-cloud
Incident response-in-the-cloud
Priyanka Aash
 
The Rise of the Purple Team
The Rise of the Purple TeamThe Rise of the Purple Team
The Rise of the Purple Team
Priyanka Aash
 
CLOUD SECURITY ESSENTIALS 2.0 Full Stack Hacking & Recovery
CLOUD SECURITY ESSENTIALS 2.0 Full Stack Hacking & RecoveryCLOUD SECURITY ESSENTIALS 2.0 Full Stack Hacking & Recovery
CLOUD SECURITY ESSENTIALS 2.0 Full Stack Hacking & Recovery
Priyanka Aash
 
Dreaming of IoCs Adding Time Context to Threat Intelligence
Dreaming of IoCs Adding Time Context to Threat IntelligenceDreaming of IoCs Adding Time Context to Threat Intelligence
Dreaming of IoCs Adding Time Context to Threat Intelligence
Priyanka Aash
 

Recommended

Threat intel- -content-curation-organizing-the-path-to-successful-detection
Threat intel- -content-curation-organizing-the-path-to-successful-detectionThreat intel- -content-curation-organizing-the-path-to-successful-detection
Threat intel- -content-curation-organizing-the-path-to-successful-detection
Priyanka Aash
 
Insights from-NSAs-cybersecurity-threat-operations-center
Insights from-NSAs-cybersecurity-threat-operations-centerInsights from-NSAs-cybersecurity-threat-operations-center
Insights from-NSAs-cybersecurity-threat-operations-center
Priyanka Aash
 
Soc 2030-socs-are-broken-lets-fix- them
Soc 2030-socs-are-broken-lets-fix- themSoc 2030-socs-are-broken-lets-fix- them
Soc 2030-socs-are-broken-lets-fix- them
Priyanka Aash
 
Pulling our-socs-up
Pulling our-socs-upPulling our-socs-up
Pulling our-socs-up
Priyanka Aash
 
Incident response-in-the-cloud
Incident response-in-the-cloudIncident response-in-the-cloud
Incident response-in-the-cloud
Priyanka Aash
 
The Rise of the Purple Team
The Rise of the Purple TeamThe Rise of the Purple Team
The Rise of the Purple Team
Priyanka Aash
 
CLOUD SECURITY ESSENTIALS 2.0 Full Stack Hacking & Recovery
CLOUD SECURITY ESSENTIALS 2.0 Full Stack Hacking & RecoveryCLOUD SECURITY ESSENTIALS 2.0 Full Stack Hacking & Recovery
CLOUD SECURITY ESSENTIALS 2.0 Full Stack Hacking & Recovery
Priyanka Aash
 
Dreaming of IoCs Adding Time Context to Threat Intelligence
Dreaming of IoCs Adding Time Context to Threat IntelligenceDreaming of IoCs Adding Time Context to Threat Intelligence
Dreaming of IoCs Adding Time Context to Threat Intelligence
Priyanka Aash
 
DON'T Use Two-Factor Authentication...Unless You Need It!
DON'T Use Two-Factor Authentication...Unless You Need It!DON'T Use Two-Factor Authentication...Unless You Need It!
DON'T Use Two-Factor Authentication...Unless You Need It!
Priyanka Aash
 
The Seven Most Dangerous New Attack Techniques, and What's Coming Next
The Seven Most Dangerous New Attack Techniques, and What's Coming NextThe Seven Most Dangerous New Attack Techniques, and What's Coming Next
The Seven Most Dangerous New Attack Techniques, and What's Coming Next
Priyanka Aash
 
Applying Auto-Data Classification Techniques for Large Data Sets
Applying Auto-Data Classification Techniques for Large Data SetsApplying Auto-Data Classification Techniques for Large Data Sets
Applying Auto-Data Classification Techniques for Large Data Sets
Priyanka Aash
 
Attacks on Critical Infrastructure: Insights from the “Big Board”
Attacks on Critical Infrastructure: Insights from the “Big Board”Attacks on Critical Infrastructure: Insights from the “Big Board”
Attacks on Critical Infrastructure: Insights from the “Big Board”
Priyanka Aash
 
Confusion and deception new tools for data protection
Confusion and deception new tools for data protectionConfusion and deception new tools for data protection
Confusion and deception new tools for data protection
Priyanka Aash
 
Realities of Data Security
Realities of Data SecurityRealities of Data Security
Realities of Data Security
Priyanka Aash
 
Applied cognitive security complementing the security analyst
Applied cognitive security complementing the security analyst Applied cognitive security complementing the security analyst
Applied cognitive security complementing the security analyst
Priyanka Aash
 
Wireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical Device
Wireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical DeviceWireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical Device
Wireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical Device
Priyanka Aash
 
Soc analyst course content
Soc analyst course contentSoc analyst course content
Soc analyst course content
ShivamSharma909
 
Cloud Breach – Preparation and Response
Cloud Breach – Preparation and ResponseCloud Breach – Preparation and Response
Cloud Breach – Preparation and Response
Priyanka Aash
 
Threat Intelligence Is Like Three Day Potty Training
Threat Intelligence Is Like Three Day Potty TrainingThreat Intelligence Is Like Three Day Potty Training
Threat Intelligence Is Like Three Day Potty Training
Priyanka Aash
 
Advances in cloud scale machine learning for cyber-defense
Advances in cloud scale machine learning for cyber-defenseAdvances in cloud scale machine learning for cyber-defense
Advances in cloud scale machine learning for cyber-defense
Priyanka Aash
 
Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors
Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors
Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors
Dragos, Inc.
 
Making Threat Intelligence Actionable Final
Making Threat Intelligence Actionable FinalMaking Threat Intelligence Actionable Final
Making Threat Intelligence Actionable Final
Priyanka Aash
 
SPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOs
SPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOsSPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOs
SPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOs
Rod Soto
 
IOCs Are Dead—Long Live IOCs!
IOCs Are Dead—Long Live IOCs!IOCs Are Dead—Long Live IOCs!
IOCs Are Dead—Long Live IOCs!
Priyanka Aash
 
Crypto 101: Encryption, Codebreaking, SSL and Bitcoin
Crypto 101: Encryption, Codebreaking, SSL and BitcoinCrypto 101: Encryption, Codebreaking, SSL and Bitcoin
Crypto 101: Encryption, Codebreaking, SSL and Bitcoin
Priyanka Aash
 
Applied machine learning defeating modern malicious documents
Applied machine learning defeating modern malicious documentsApplied machine learning defeating modern malicious documents
Applied machine learning defeating modern malicious documents
Priyanka Aash
 
Continuous Automated Red Teaming (CART) - Bikash Barai
Continuous Automated Red Teaming (CART) - Bikash BaraiContinuous Automated Red Teaming (CART) - Bikash Barai
Continuous Automated Red Teaming (CART) - Bikash Barai
AllanGray11
 
Machine learning cybersecurity boon or boondoggle
Machine learning cybersecurity boon or boondoggleMachine learning cybersecurity boon or boondoggle
Machine learning cybersecurity boon or boondoggle
Priyanka Aash
 
O'Reilly Security New York - Predicting Exploitability Final
O'Reilly Security New York - Predicting Exploitability FinalO'Reilly Security New York - Predicting Exploitability Final
O'Reilly Security New York - Predicting Exploitability Final
Michael Roytman
 
Recon for the Defender: You Know Nothing (about Your Assets), Jon Snow
Recon for the Defender: You Know Nothing (about Your Assets), Jon SnowRecon for the Defender: You Know Nothing (about Your Assets), Jon Snow
Recon for the Defender: You Know Nothing (about Your Assets), Jon Snow
Priyanka Aash
 

More Related Content

What's hot

DON'T Use Two-Factor Authentication...Unless You Need It!
DON'T Use Two-Factor Authentication...Unless You Need It!DON'T Use Two-Factor Authentication...Unless You Need It!
DON'T Use Two-Factor Authentication...Unless You Need It!
Priyanka Aash
 
The Seven Most Dangerous New Attack Techniques, and What's Coming Next
The Seven Most Dangerous New Attack Techniques, and What's Coming NextThe Seven Most Dangerous New Attack Techniques, and What's Coming Next
The Seven Most Dangerous New Attack Techniques, and What's Coming Next
Priyanka Aash
 
Applying Auto-Data Classification Techniques for Large Data Sets
Applying Auto-Data Classification Techniques for Large Data SetsApplying Auto-Data Classification Techniques for Large Data Sets
Applying Auto-Data Classification Techniques for Large Data Sets
Priyanka Aash
 
Attacks on Critical Infrastructure: Insights from the “Big Board”
Attacks on Critical Infrastructure: Insights from the “Big Board”Attacks on Critical Infrastructure: Insights from the “Big Board”
Attacks on Critical Infrastructure: Insights from the “Big Board”
Priyanka Aash
 
Confusion and deception new tools for data protection
Confusion and deception new tools for data protectionConfusion and deception new tools for data protection
Confusion and deception new tools for data protection
Priyanka Aash
 
Realities of Data Security
Realities of Data SecurityRealities of Data Security
Realities of Data Security
Priyanka Aash
 
Applied cognitive security complementing the security analyst
Applied cognitive security complementing the security analyst Applied cognitive security complementing the security analyst
Applied cognitive security complementing the security analyst
Priyanka Aash
 
Wireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical Device
Wireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical DeviceWireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical Device
Wireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical Device
Priyanka Aash
 
Soc analyst course content
Soc analyst course contentSoc analyst course content
Soc analyst course content
ShivamSharma909
 
Cloud Breach – Preparation and Response
Cloud Breach – Preparation and ResponseCloud Breach – Preparation and Response
Cloud Breach – Preparation and Response
Priyanka Aash
 
Threat Intelligence Is Like Three Day Potty Training
Threat Intelligence Is Like Three Day Potty TrainingThreat Intelligence Is Like Three Day Potty Training
Threat Intelligence Is Like Three Day Potty Training
Priyanka Aash
 
Advances in cloud scale machine learning for cyber-defense
Advances in cloud scale machine learning for cyber-defenseAdvances in cloud scale machine learning for cyber-defense
Advances in cloud scale machine learning for cyber-defense
Priyanka Aash
 
Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors
Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors
Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors
Dragos, Inc.
 
Making Threat Intelligence Actionable Final
Making Threat Intelligence Actionable FinalMaking Threat Intelligence Actionable Final
Making Threat Intelligence Actionable Final
Priyanka Aash
 
SPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOs
SPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOsSPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOs
SPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOs
Rod Soto
 
IOCs Are Dead—Long Live IOCs!
IOCs Are Dead—Long Live IOCs!IOCs Are Dead—Long Live IOCs!
IOCs Are Dead—Long Live IOCs!
Priyanka Aash
 
Crypto 101: Encryption, Codebreaking, SSL and Bitcoin
Crypto 101: Encryption, Codebreaking, SSL and BitcoinCrypto 101: Encryption, Codebreaking, SSL and Bitcoin
Crypto 101: Encryption, Codebreaking, SSL and Bitcoin
Priyanka Aash
 
Applied machine learning defeating modern malicious documents
Applied machine learning defeating modern malicious documentsApplied machine learning defeating modern malicious documents
Applied machine learning defeating modern malicious documents
Priyanka Aash
 
Continuous Automated Red Teaming (CART) - Bikash Barai
Continuous Automated Red Teaming (CART) - Bikash BaraiContinuous Automated Red Teaming (CART) - Bikash Barai
Continuous Automated Red Teaming (CART) - Bikash Barai
AllanGray11
 
Machine learning cybersecurity boon or boondoggle
Machine learning cybersecurity boon or boondoggleMachine learning cybersecurity boon or boondoggle
Machine learning cybersecurity boon or boondoggle
Priyanka Aash
 

What's hot (20)

DON'T Use Two-Factor Authentication...Unless You Need It!
DON'T Use Two-Factor Authentication...Unless You Need It!DON'T Use Two-Factor Authentication...Unless You Need It!
DON'T Use Two-Factor Authentication...Unless You Need It!
 
The Seven Most Dangerous New Attack Techniques, and What's Coming Next
The Seven Most Dangerous New Attack Techniques, and What's Coming NextThe Seven Most Dangerous New Attack Techniques, and What's Coming Next
The Seven Most Dangerous New Attack Techniques, and What's Coming Next
 
Applying Auto-Data Classification Techniques for Large Data Sets
Applying Auto-Data Classification Techniques for Large Data SetsApplying Auto-Data Classification Techniques for Large Data Sets
Applying Auto-Data Classification Techniques for Large Data Sets
 
Attacks on Critical Infrastructure: Insights from the “Big Board”
Attacks on Critical Infrastructure: Insights from the “Big Board”Attacks on Critical Infrastructure: Insights from the “Big Board”
Attacks on Critical Infrastructure: Insights from the “Big Board”
 
Confusion and deception new tools for data protection
Confusion and deception new tools for data protectionConfusion and deception new tools for data protection
Confusion and deception new tools for data protection
 
Realities of Data Security
Realities of Data SecurityRealities of Data Security
Realities of Data Security
 
Applied cognitive security complementing the security analyst
Applied cognitive security complementing the security analyst Applied cognitive security complementing the security analyst
Applied cognitive security complementing the security analyst
 
Wireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical Device
Wireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical DeviceWireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical Device
Wireless Infusion Pumps: Securing Hospitals’ Most Ubiquitous Medical Device
 
Soc analyst course content
Soc analyst course contentSoc analyst course content
Soc analyst course content
 
Cloud Breach – Preparation and Response
Cloud Breach – Preparation and ResponseCloud Breach – Preparation and Response
Cloud Breach – Preparation and Response
 
Threat Intelligence Is Like Three Day Potty Training
Threat Intelligence Is Like Three Day Potty TrainingThreat Intelligence Is Like Three Day Potty Training
Threat Intelligence Is Like Three Day Potty Training
 
Advances in cloud scale machine learning for cyber-defense
Advances in cloud scale machine learning for cyber-defenseAdvances in cloud scale machine learning for cyber-defense
Advances in cloud scale machine learning for cyber-defense
 
Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors
Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors
Unraveling Detection Methodologies: Indicators vs. Anomalies vs. Behaviors
 
Making Threat Intelligence Actionable Final
Making Threat Intelligence Actionable FinalMaking Threat Intelligence Actionable Final
Making Threat Intelligence Actionable Final
 
SPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOs
SPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOsSPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOs
SPO2-T11_Automated-Prevention-of-Ransomware-with-Machine-Learning-and-GPOs
 
IOCs Are Dead—Long Live IOCs!
IOCs Are Dead—Long Live IOCs!IOCs Are Dead—Long Live IOCs!
IOCs Are Dead—Long Live IOCs!
 
Crypto 101: Encryption, Codebreaking, SSL and Bitcoin
Crypto 101: Encryption, Codebreaking, SSL and BitcoinCrypto 101: Encryption, Codebreaking, SSL and Bitcoin
Crypto 101: Encryption, Codebreaking, SSL and Bitcoin
 
Applied machine learning defeating modern malicious documents
Applied machine learning defeating modern malicious documentsApplied machine learning defeating modern malicious documents
Applied machine learning defeating modern malicious documents
 
Continuous Automated Red Teaming (CART) - Bikash Barai
Continuous Automated Red Teaming (CART) - Bikash BaraiContinuous Automated Red Teaming (CART) - Bikash Barai
Continuous Automated Red Teaming (CART) - Bikash Barai
 
Machine learning cybersecurity boon or boondoggle
Machine learning cybersecurity boon or boondoggleMachine learning cybersecurity boon or boondoggle
Machine learning cybersecurity boon or boondoggle
 

Similar to Predicting exploitability-forecasts-for-vulnerability-management

O'Reilly Security New York - Predicting Exploitability Final
O'Reilly Security New York - Predicting Exploitability FinalO'Reilly Security New York - Predicting Exploitability Final
O'Reilly Security New York - Predicting Exploitability Final
Michael Roytman
 
Recon for the Defender: You Know Nothing (about Your Assets), Jon Snow
Recon for the Defender: You Know Nothing (about Your Assets), Jon SnowRecon for the Defender: You Know Nothing (about Your Assets), Jon Snow
Recon for the Defender: You Know Nothing (about Your Assets), Jon Snow
Priyanka Aash
 
RSA 2018: Recon For the Defender - You know nothing (about your assets)
RSA 2018: Recon For the Defender - You know nothing (about your assets)RSA 2018: Recon For the Defender - You know nothing (about your assets)
RSA 2018: Recon For the Defender - You know nothing (about your assets)
Jonathan Cran
 
RSA 2021 Navigating the Unknowable: Resilience through Security Chaos Enginee...
RSA 2021 Navigating the Unknowable: Resilience through Security Chaos Enginee...RSA 2021 Navigating the Unknowable: Resilience through Security Chaos Enginee...
RSA 2021 Navigating the Unknowable: Resilience through Security Chaos Enginee...
Aaron Rinehart
 
Practical appsec lessons learned in the age of agile and DevOps
Practical appsec lessons learned in the age of agile and DevOpsPractical appsec lessons learned in the age of agile and DevOps
Practical appsec lessons learned in the age of agile and DevOps
Priyanka Aash
 
Aspirin as a Service: Using the Cloud to Cure Security Headaches
Aspirin as a Service: Using the Cloud to Cure Security HeadachesAspirin as a Service: Using the Cloud to Cure Security Headaches
Aspirin as a Service: Using the Cloud to Cure Security Headaches
Priyanka Aash
 
Whose Cloud is It Anyway - Data Security in the Cloud
Whose Cloud is It Anyway - Data Security in the CloudWhose Cloud is It Anyway - Data Security in the Cloud
Whose Cloud is It Anyway - Data Security in the Cloud
SafeNet
 
Owasp masvs spain 17
Owasp masvs spain 17Owasp masvs spain 17
Owasp masvs spain 17
Luis A. Solís
 
Cyber Security and Open Source
Cyber Security and Open SourceCyber Security and Open Source
Cyber Security and Open Source
POSSCON
 
Securing Container Deployments from Build to Ship to Run - August 2017 - Ranc...
Securing Container Deployments from Build to Ship to Run - August 2017 - Ranc...Securing Container Deployments from Build to Ship to Run - August 2017 - Ranc...
Securing Container Deployments from Build to Ship to Run - August 2017 - Ranc...
Shannon Williams
 
Efficacy Of Layered Application Security Through The Lens Of Hacker
Efficacy Of Layered Application Security Through The Lens Of HackerEfficacy Of Layered Application Security Through The Lens Of Hacker
Efficacy Of Layered Application Security Through The Lens Of Hacker
Priyanka Aash
 
Monitoring threats for pci compliance
Monitoring threats for pci complianceMonitoring threats for pci compliance
Monitoring threats for pci compliance
Shiva Hullavarad
 
Monitoring threats for pci compliance
Monitoring threats for pci complianceMonitoring threats for pci compliance
Monitoring threats for pci compliance
Shiva Hullavarad
 
DevSecOps in Baby Steps
DevSecOps in Baby StepsDevSecOps in Baby Steps
DevSecOps in Baby Steps
Priyanka Aash
 
DevSecOps in Baby Steps
DevSecOps in Baby StepsDevSecOps in Baby Steps
DevSecOps in Baby Steps
Priyanka Aash
 
edgescan vulnerability stats report (2018)
edgescan vulnerability stats report (2018) edgescan vulnerability stats report (2018)
edgescan vulnerability stats report (2018)
Eoin Keary
 
Accelerating Cyber Threat Detection With GPU
Accelerating Cyber Threat Detection With GPUAccelerating Cyber Threat Detection With GPU
Accelerating Cyber Threat Detection With GPU
Joshua Patterson
 
Orchestrating Software Defined Networks To Disrupt The Apt Kill Chain
Orchestrating Software Defined Networks To Disrupt The Apt Kill ChainOrchestrating Software Defined Networks To Disrupt The Apt Kill Chain
Orchestrating Software Defined Networks To Disrupt The Apt Kill Chain
Priyanka Aash
 
Practical Approaches to Cloud Native Security
Practical Approaches to Cloud Native SecurityPractical Approaches to Cloud Native Security
Practical Approaches to Cloud Native Security
Karthik Gaekwad
 
Release Your Inner DevSecOp
Release Your Inner DevSecOpRelease Your Inner DevSecOp
Release Your Inner DevSecOp
James Wickett
 

Similar to Predicting exploitability-forecasts-for-vulnerability-management (20)

O'Reilly Security New York - Predicting Exploitability Final
O'Reilly Security New York - Predicting Exploitability FinalO'Reilly Security New York - Predicting Exploitability Final
O'Reilly Security New York - Predicting Exploitability Final
 
Recon for the Defender: You Know Nothing (about Your Assets), Jon Snow
Recon for the Defender: You Know Nothing (about Your Assets), Jon SnowRecon for the Defender: You Know Nothing (about Your Assets), Jon Snow
Recon for the Defender: You Know Nothing (about Your Assets), Jon Snow
 
RSA 2018: Recon For the Defender - You know nothing (about your assets)
RSA 2018: Recon For the Defender - You know nothing (about your assets)RSA 2018: Recon For the Defender - You know nothing (about your assets)
RSA 2018: Recon For the Defender - You know nothing (about your assets)
 
RSA 2021 Navigating the Unknowable: Resilience through Security Chaos Enginee...
RSA 2021 Navigating the Unknowable: Resilience through Security Chaos Enginee...RSA 2021 Navigating the Unknowable: Resilience through Security Chaos Enginee...
RSA 2021 Navigating the Unknowable: Resilience through Security Chaos Enginee...
 
Practical appsec lessons learned in the age of agile and DevOps
Practical appsec lessons learned in the age of agile and DevOpsPractical appsec lessons learned in the age of agile and DevOps
Practical appsec lessons learned in the age of agile and DevOps
 
Aspirin as a Service: Using the Cloud to Cure Security Headaches
Aspirin as a Service: Using the Cloud to Cure Security HeadachesAspirin as a Service: Using the Cloud to Cure Security Headaches
Aspirin as a Service: Using the Cloud to Cure Security Headaches
 
Whose Cloud is It Anyway - Data Security in the Cloud
Whose Cloud is It Anyway - Data Security in the CloudWhose Cloud is It Anyway - Data Security in the Cloud
Whose Cloud is It Anyway - Data Security in the Cloud
 
Owasp masvs spain 17
Owasp masvs spain 17Owasp masvs spain 17
Owasp masvs spain 17
 
Cyber Security and Open Source
Cyber Security and Open SourceCyber Security and Open Source
Cyber Security and Open Source
 
Securing Container Deployments from Build to Ship to Run - August 2017 - Ranc...
Securing Container Deployments from Build to Ship to Run - August 2017 - Ranc...Securing Container Deployments from Build to Ship to Run - August 2017 - Ranc...
Securing Container Deployments from Build to Ship to Run - August 2017 - Ranc...
 
Efficacy Of Layered Application Security Through The Lens Of Hacker
Efficacy Of Layered Application Security Through The Lens Of HackerEfficacy Of Layered Application Security Through The Lens Of Hacker
Efficacy Of Layered Application Security Through The Lens Of Hacker
 
Monitoring threats for pci compliance
Monitoring threats for pci complianceMonitoring threats for pci compliance
Monitoring threats for pci compliance
 
Monitoring threats for pci compliance
Monitoring threats for pci complianceMonitoring threats for pci compliance
Monitoring threats for pci compliance
 
DevSecOps in Baby Steps
DevSecOps in Baby StepsDevSecOps in Baby Steps
DevSecOps in Baby Steps
 
DevSecOps in Baby Steps
DevSecOps in Baby StepsDevSecOps in Baby Steps
DevSecOps in Baby Steps
 
edgescan vulnerability stats report (2018)
edgescan vulnerability stats report (2018) edgescan vulnerability stats report (2018)
edgescan vulnerability stats report (2018)
 
Accelerating Cyber Threat Detection With GPU
Accelerating Cyber Threat Detection With GPUAccelerating Cyber Threat Detection With GPU
Accelerating Cyber Threat Detection With GPU
 
Orchestrating Software Defined Networks To Disrupt The Apt Kill Chain
Orchestrating Software Defined Networks To Disrupt The Apt Kill ChainOrchestrating Software Defined Networks To Disrupt The Apt Kill Chain
Orchestrating Software Defined Networks To Disrupt The Apt Kill Chain
 
Practical Approaches to Cloud Native Security
Practical Approaches to Cloud Native SecurityPractical Approaches to Cloud Native Security
Practical Approaches to Cloud Native Security
 
Release Your Inner DevSecOp
Release Your Inner DevSecOpRelease Your Inner DevSecOp
Release Your Inner DevSecOp
 

More from Priyanka Aash

Digital Personal Data Protection (DPDP) Practical Approach For CISOs
Digital Personal Data Protection (DPDP) Practical Approach For CISOsDigital Personal Data Protection (DPDP) Practical Approach For CISOs
Digital Personal Data Protection (DPDP) Practical Approach For CISOs
Priyanka Aash
 
Verizon Breach Investigation Report (VBIR).pdf
Verizon Breach Investigation Report (VBIR).pdfVerizon Breach Investigation Report (VBIR).pdf
Verizon Breach Investigation Report (VBIR).pdf
Priyanka Aash
 
Top 10 Security Risks .pptx.pdf
Top 10 Security Risks .pptx.pdfTop 10 Security Risks .pptx.pdf
Top 10 Security Risks .pptx.pdf
Priyanka Aash
 
Simplifying data privacy and protection.pdf
Simplifying data privacy and protection.pdfSimplifying data privacy and protection.pdf
Simplifying data privacy and protection.pdf
Priyanka Aash
 
Generative AI and Security (1).pptx.pdf
Generative AI and Security (1).pptx.pdfGenerative AI and Security (1).pptx.pdf
Generative AI and Security (1).pptx.pdf
Priyanka Aash
 
EVERY ATTACK INVOLVES EXPLOITATION OF A WEAKNESS.pdf
EVERY ATTACK INVOLVES EXPLOITATION OF A WEAKNESS.pdfEVERY ATTACK INVOLVES EXPLOITATION OF A WEAKNESS.pdf
EVERY ATTACK INVOLVES EXPLOITATION OF A WEAKNESS.pdf
Priyanka Aash
 
DPDP Act 2023.pdf
DPDP Act 2023.pdfDPDP Act 2023.pdf
DPDP Act 2023.pdf
Priyanka Aash
 
Cyber Truths_Are you Prepared version 1.1.pptx.pdf
Cyber Truths_Are you Prepared version 1.1.pptx.pdfCyber Truths_Are you Prepared version 1.1.pptx.pdf
Cyber Truths_Are you Prepared version 1.1.pptx.pdf
Priyanka Aash
 
Cyber Crisis Management.pdf
Cyber Crisis Management.pdfCyber Crisis Management.pdf
Cyber Crisis Management.pdf
Priyanka Aash
 
CISOPlatform journey.pptx.pdf
CISOPlatform journey.pptx.pdfCISOPlatform journey.pptx.pdf
CISOPlatform journey.pptx.pdf
Priyanka Aash
 
Chennai Chapter.pptx.pdf
Chennai Chapter.pptx.pdfChennai Chapter.pptx.pdf
Chennai Chapter.pptx.pdf
Priyanka Aash
 
Cloud attack vectors_Moshe.pdf
Cloud attack vectors_Moshe.pdfCloud attack vectors_Moshe.pdf
Cloud attack vectors_Moshe.pdf
Priyanka Aash
 
Stories From The Web 3 Battlefield
Stories From The Web 3 BattlefieldStories From The Web 3 Battlefield
Stories From The Web 3 Battlefield
Priyanka Aash
 
Lessons Learned From Ransomware Attacks
Lessons Learned From Ransomware AttacksLessons Learned From Ransomware Attacks
Lessons Learned From Ransomware Attacks
Priyanka Aash
 
Emerging New Threats And Top CISO Priorities In 2022 (Chennai)
Emerging New Threats And Top CISO Priorities In 2022 (Chennai)Emerging New Threats And Top CISO Priorities In 2022 (Chennai)
Emerging New Threats And Top CISO Priorities In 2022 (Chennai)
Priyanka Aash
 
Emerging New Threats And Top CISO Priorities In 2022 (Mumbai)
Emerging New Threats And Top CISO Priorities In 2022 (Mumbai)Emerging New Threats And Top CISO Priorities In 2022 (Mumbai)
Emerging New Threats And Top CISO Priorities In 2022 (Mumbai)
Priyanka Aash
 
Emerging New Threats And Top CISO Priorities in 2022 (Bangalore)
Emerging New Threats And Top CISO Priorities in 2022 (Bangalore)Emerging New Threats And Top CISO Priorities in 2022 (Bangalore)
Emerging New Threats And Top CISO Priorities in 2022 (Bangalore)
Priyanka Aash
 
Cloud Security: Limitations of Cloud Security Groups and Flow Logs
Cloud Security: Limitations of Cloud Security Groups and Flow LogsCloud Security: Limitations of Cloud Security Groups and Flow Logs
Cloud Security: Limitations of Cloud Security Groups and Flow Logs
Priyanka Aash
 
Cyber Security Governance
Cyber Security GovernanceCyber Security Governance
Cyber Security Governance
Priyanka Aash
 
Ethical Hacking
Ethical HackingEthical Hacking
Ethical Hacking
Priyanka Aash
 

More from Priyanka Aash (20)

Digital Personal Data Protection (DPDP) Practical Approach For CISOs
Digital Personal Data Protection (DPDP) Practical Approach For CISOsDigital Personal Data Protection (DPDP) Practical Approach For CISOs
Digital Personal Data Protection (DPDP) Practical Approach For CISOs
 
Verizon Breach Investigation Report (VBIR).pdf
Verizon Breach Investigation Report (VBIR).pdfVerizon Breach Investigation Report (VBIR).pdf
Verizon Breach Investigation Report (VBIR).pdf
 
Top 10 Security Risks .pptx.pdf
Top 10 Security Risks .pptx.pdfTop 10 Security Risks .pptx.pdf
Top 10 Security Risks .pptx.pdf
 
Simplifying data privacy and protection.pdf
Simplifying data privacy and protection.pdfSimplifying data privacy and protection.pdf
Simplifying data privacy and protection.pdf
 
Generative AI and Security (1).pptx.pdf
Generative AI and Security (1).pptx.pdfGenerative AI and Security (1).pptx.pdf
Generative AI and Security (1).pptx.pdf
 
EVERY ATTACK INVOLVES EXPLOITATION OF A WEAKNESS.pdf
EVERY ATTACK INVOLVES EXPLOITATION OF A WEAKNESS.pdfEVERY ATTACK INVOLVES EXPLOITATION OF A WEAKNESS.pdf
EVERY ATTACK INVOLVES EXPLOITATION OF A WEAKNESS.pdf
 
DPDP Act 2023.pdf
DPDP Act 2023.pdfDPDP Act 2023.pdf
DPDP Act 2023.pdf
 
Cyber Truths_Are you Prepared version 1.1.pptx.pdf
Cyber Truths_Are you Prepared version 1.1.pptx.pdfCyber Truths_Are you Prepared version 1.1.pptx.pdf
Cyber Truths_Are you Prepared version 1.1.pptx.pdf
 
Cyber Crisis Management.pdf
Cyber Crisis Management.pdfCyber Crisis Management.pdf
Cyber Crisis Management.pdf
 
CISOPlatform journey.pptx.pdf
CISOPlatform journey.pptx.pdfCISOPlatform journey.pptx.pdf
CISOPlatform journey.pptx.pdf
 
Chennai Chapter.pptx.pdf
Chennai Chapter.pptx.pdfChennai Chapter.pptx.pdf
Chennai Chapter.pptx.pdf
 
Cloud attack vectors_Moshe.pdf
Cloud attack vectors_Moshe.pdfCloud attack vectors_Moshe.pdf
Cloud attack vectors_Moshe.pdf
 
Stories From The Web 3 Battlefield
Stories From The Web 3 BattlefieldStories From The Web 3 Battlefield
Stories From The Web 3 Battlefield
 
Lessons Learned From Ransomware Attacks
Lessons Learned From Ransomware AttacksLessons Learned From Ransomware Attacks
Lessons Learned From Ransomware Attacks
 
Emerging New Threats And Top CISO Priorities In 2022 (Chennai)
Emerging New Threats And Top CISO Priorities In 2022 (Chennai)Emerging New Threats And Top CISO Priorities In 2022 (Chennai)
Emerging New Threats And Top CISO Priorities In 2022 (Chennai)
 
Emerging New Threats And Top CISO Priorities In 2022 (Mumbai)
Emerging New Threats And Top CISO Priorities In 2022 (Mumbai)Emerging New Threats And Top CISO Priorities In 2022 (Mumbai)
Emerging New Threats And Top CISO Priorities In 2022 (Mumbai)
 
Emerging New Threats And Top CISO Priorities in 2022 (Bangalore)
Emerging New Threats And Top CISO Priorities in 2022 (Bangalore)Emerging New Threats And Top CISO Priorities in 2022 (Bangalore)
Emerging New Threats And Top CISO Priorities in 2022 (Bangalore)
 
Cloud Security: Limitations of Cloud Security Groups and Flow Logs
Cloud Security: Limitations of Cloud Security Groups and Flow LogsCloud Security: Limitations of Cloud Security Groups and Flow Logs
Cloud Security: Limitations of Cloud Security Groups and Flow Logs
 
Cyber Security Governance
Cyber Security GovernanceCyber Security Governance
Cyber Security Governance
 
Ethical Hacking
Ethical HackingEthical Hacking
Ethical Hacking
 

Recently uploaded

TrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy Survey
TrustArc
 
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
Speck&Tech
 
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024
Neo4j
 
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success StoryDriving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Safe Software
 
20240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 202420240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 2024
Matthew Sinclair
 
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
Neo4j
 
UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5
DianaGray10
 
How to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptxHow to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptx
danishmna97
 
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUHCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
panagenda
 
20240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 202420240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 2024
Matthew Sinclair
 
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfUnlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Malak Abu Hammad
 
Presentation of the OECD Artificial Intelligence Review of Germany
Presentation of the OECD Artificial Intelligence Review of GermanyPresentation of the OECD Artificial Intelligence Review of Germany
Presentation of the OECD Artificial Intelligence Review of Germany
innovationoecd
 
How to use Firebase Data Connect For Flutter
How to use Firebase Data Connect For FlutterHow to use Firebase Data Connect For Flutter
How to use Firebase Data Connect For Flutter
Daiki Mogmet Ito
 
Best 20 SEO Techniques To Improve Website Visibility In SERP
Best 20 SEO Techniques To Improve Website Visibility In SERPBest 20 SEO Techniques To Improve Website Visibility In SERP
Best 20 SEO Techniques To Improve Website Visibility In SERP
Pixlogix Infotech
 
RESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for studentsRESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for students
KAMESHS29
 
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
SOFTTECHHUB
 
Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1
DianaGray10
 
GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...
GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...
GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...
Neo4j
 
Serial Arm Control in Real Time Presentation
Serial Arm Control in Real Time PresentationSerial Arm Control in Real Time Presentation
Serial Arm Control in Real Time Presentation
tolgahangng
 
Introduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - CybersecurityIntroduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - Cybersecurity
mikeeftimakis1
 

Recently uploaded (20)

TrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy Survey
 
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
 
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024
 
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success StoryDriving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success Story
 
20240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 202420240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 2024
 
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
 
UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5
 
How to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptxHow to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptx
 
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUHCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
 
20240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 202420240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 2024
 
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfUnlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
 
Presentation of the OECD Artificial Intelligence Review of Germany
Presentation of the OECD Artificial Intelligence Review of GermanyPresentation of the OECD Artificial Intelligence Review of Germany
Presentation of the OECD Artificial Intelligence Review of Germany
 
How to use Firebase Data Connect For Flutter
How to use Firebase Data Connect For FlutterHow to use Firebase Data Connect For Flutter
How to use Firebase Data Connect For Flutter
 
Best 20 SEO Techniques To Improve Website Visibility In SERP
Best 20 SEO Techniques To Improve Website Visibility In SERPBest 20 SEO Techniques To Improve Website Visibility In SERP
Best 20 SEO Techniques To Improve Website Visibility In SERP
 
RESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for studentsRESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for students
 
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
 
Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1
 
GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...
GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...
GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...
 
Serial Arm Control in Real Time Presentation
Serial Arm Control in Real Time PresentationSerial Arm Control in Real Time Presentation
Serial Arm Control in Real Time Presentation
 
Introduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - CybersecurityIntroduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - Cybersecurity
 

Predicting exploitability-forecasts-for-vulnerability-management