* [Blog](https://www.paloaltonetworks.com/blog)
* [Palo Alto Networks](https://www.paloaltonetworks.com/blog/corporate/)
* Machine Learning

# Palo Alto Networks

## Machine Learning

[![Beyond the Label: How AI-Driven Explanations Supercharge Malware Detection](https://www.paloaltonetworks.com/blog/wp-content/uploads/2025/06/Working-Hard.jpg)](https://www.paloaltonetworks.com/blog/security-operations/beyond-the-label-how-ai-driven-explanations-supercharge-malware-detection/)  
[Beyond the Label: How AI-Driven Explanations Supercharge Malware Detection
\--------------------------------------------------------------------------](https://www.paloaltonetworks.com/blog/security-operations/beyond-the-label-how-ai-driven-explanations-supercharge-malware-detection/)

Go beyond 'malicious' or 'benign'. Learn how Palo Alto Networks uses AI explanations to enhance the development of our malware detection to get more accurate verdicts.  
[Uncategorized](https://www.paloaltonetworks.com/blog/category/uncategorized/?ts=markdown)  
Jun 10, 2025  
By [Pamela Toman](https://www.paloaltonetworks.com/blog/author/pamela-toman/?ts=markdown "Posts by Pamela Toman"), [Yinnon Meshi](https://www.paloaltonetworks.com/blog/author/yinnon-meshi/?ts=markdown "Posts by Yinnon Meshi") and [Bob Jung](https://www.paloaltonetworks.com/blog/author/bob-jung/?ts=markdown "Posts by Bob Jung")

## Palo Alto Networks

*** ** * ** ***

[Announcements](https://www.paloaltonetworks.com/blog/category/announcement/?ts=markdown)

*** ** * ** ***

[Company \& Culture](https://www.paloaltonetworks.com/blog/category/company-culture/?ts=markdown)

*** ** * ** ***

[Points of View](https://www.paloaltonetworks.com/blog/category/points-of-view/?ts=markdown)

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[Public Sector](https://www.paloaltonetworks.com/blog/category/public-sector/?ts=markdown)

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[Products and Services](https://www.paloaltonetworks.com/blog/category/products-and-services/?ts=markdown)

*** ** * ** ***

[Partners](https://www.paloaltonetworks.com/blog/category/partners/?ts=markdown)

*** ** * ** ***

![No More Guessing: Accurate AI Security with Palo Alto Networks](https://www.paloaltonetworks.com/blog/wp-content/uploads/2025/04/See-This-2.jpg)  
[AI and Cybersecurity](https://www.paloaltonetworks.com/blog/security-operations/category/ai-and-cybersecurity/?ts=markdown), [Uncategorized](https://www.paloaltonetworks.com/blog/category/uncategorized/?ts=markdown), [Use-Cases](https://www.paloaltonetworks.com/blog/security-operations/category/use-cases/?ts=markdown)

## [No More Guessing: Accurate AI Security with Palo Alto Networks](https://www.paloaltonetworks.com/blog/security-operations/no-more-guessing-accurate-ai-security-with-palo-alto-networks/)

Learn how our rigorous evaluation techniques ensure that Palo Alto Networks' precision AI solutions deliver the accuracy and reliability you need.  
Apr 30, 2025  
By [Pamela Toman](https://www.paloaltonetworks.com/blog/author/pamela-toman/?ts=markdown "Posts by Pamela Toman")  
![NL2XQL: Turning Natural Language into Powerful Cybersecurity Querying](https://www.paloaltonetworks.com/blog/wp-content/uploads/2025/04/Explaining.jpg)  
[AI and Cybersecurity](https://www.paloaltonetworks.com/blog/security-operations/category/ai-and-cybersecurity/?ts=markdown), [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [Product Features](https://www.paloaltonetworks.com/blog/security-operations/category/product-features/?ts=markdown), [Use-Cases](https://www.paloaltonetworks.com/blog/security-operations/category/use-cases/?ts=markdown)

## [NL2XQL: Turning Natural Language into Powerful Cybersecurity Querying](https://www.paloaltonetworks.com/blog/security-operations/nl2xql-turning-natural-language-into-powerful-cybersecurity-querying/)

NL2XQL transforms natural language into powerful XQL queries, making cybersecurity investigations accessible to all security teams without requiring d...  
Apr 23, 2025  
By [Gal Itzhak](https://www.paloaltonetworks.com/blog/author/gal-itzhak/?ts=markdown "Posts by Gal Itzhak") and [Lior Perry](https://www.paloaltonetworks.com/blog/author/lior-perry/?ts=markdown "Posts by Lior Perry")  
![Palo Alto Networks Prevents Data Loss at Enterprise Scale with NVIDIA](https://www.paloaltonetworks.com/blog/wp-content/uploads/2024/09/GettyImages-1347947373-edit.jpg)  
[AI Security](https://www.paloaltonetworks.com/blog/category/ai-security/?ts=markdown), [Announcement](https://www.paloaltonetworks.com/blog/category/announcement/?ts=markdown), [Data Security](https://www.paloaltonetworks.com/blog/network-security/category/data-security/?ts=markdown), [Network Perimeter](https://www.paloaltonetworks.com/blog/network-security/category/network-perimeter/?ts=markdown), [Partner Integrations](https://www.paloaltonetworks.com/blog/sase/category/partner-integrations/?ts=markdown), [Partners](https://www.paloaltonetworks.com/blog/category/partners/?ts=markdown), [Products and Services](https://www.paloaltonetworks.com/blog/category/products-and-services/?ts=markdown)

## [Palo Alto Networks Prevents Data Loss at Enterprise Scale with NVIDIA](https://www.paloaltonetworks.com/blog/2024/10/data-loss-at-enterprise-scale-with-nvidia/)

The integration of NVIDIA Triton Inference Server and GPU technology into Palo Alto Networks Data Security advances hand...  
Oct 01, 2024  
By [Ashwin Kannan](https://www.paloaltonetworks.com/blog/author/ashwin-kannan/?ts=markdown "Posts by Ashwin Kannan") and [Vinayak Shastri](https://www.paloaltonetworks.com/blog/author/vinayak-shastri/?ts=markdown "Posts by Vinayak Shastri")  
![Transforming Data Security with AI-Powered Classification](https://www.paloaltonetworks.com/blog/wp-content/uploads/2024/05/GettyImages-1340683419.jpg)  
[Product Features](https://www.paloaltonetworks.com/blog/sase/category/product-features/?ts=markdown), [Products and Services](https://www.paloaltonetworks.com/blog/category/products-and-services/?ts=markdown)

## [Transforming Data Security with AI-Powered Classification](https://www.paloaltonetworks.com/blog/sase/transforming-data-security-with-ai-powered-classification/)

Palo Alto Networks Data Security with AI-powered discovery \& classification revolutionizes how businesses discover, manage, \& protect data.  
May 22, 2024  
By [Rajesh Gwalani](https://www.paloaltonetworks.com/blog/author/rajesh-gwalani/?ts=markdown "Posts by Rajesh Gwalani") and [Jahnavi Reddy](https://www.paloaltonetworks.com/blog/author/jahnavi-reddy/?ts=markdown "Posts by Jahnavi Reddy")  
![On Credible and Cyber-Contextual Labeling](https://www.paloaltonetworks.com/blog/wp-content/uploads/2024/04/Thinking-Twitter-1.jpg)  
[Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown)

## [On Credible and Cyber-Contextual Labeling](https://www.paloaltonetworks.com/blog/security-operations/on-credible-and-cyber-contextual-labeling/)

Discover how Palo Alto Networks combines customer feedback, expert analysis, deterministic rules, stochastic models, and statistical methods to generate credible labels for training machine learning models in c...  
Apr 04, 2024  
By [Gal Itzhak](https://www.paloaltonetworks.com/blog/author/gal-itzhak/?ts=markdown "Posts by Gal Itzhak")  
![Witnessing a Revolution in Cybersecurity with AI](https://www.paloaltonetworks.com/blog/wp-content/uploads/2024/03/Picture1.jpg)  
[Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [Product Features](https://www.paloaltonetworks.com/blog/security-operations/category/product-features/?ts=markdown), [Products and Services](https://www.paloaltonetworks.com/blog/category/products-and-services/?ts=markdown)

## [Witnessing a Revolution in Cybersecurity with AI](https://www.paloaltonetworks.com/blog/2024/03/revolution-in-cybersecurity-with-ai/)

Faraz Ahsan provided insights into the integration of artificial intelligence and machine learning in combating cyberthreats.  
Mar 27, 2024  
By [Dena De Angelo](https://www.paloaltonetworks.com/blog/author/ddeangelo/?ts=markdown "Posts by Dena De Angelo")  
![What’s Next in Cortex - Expanded Visibility and Enhanced Protections with Latest Cortex Innovations](https://www.paloaltonetworks.com/blog/wp-content/uploads/2024/02/Command-Center-V2.1_default-1.gif)  
[Announcement](https://www.paloaltonetworks.com/blog/category/announcement/?ts=markdown), [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [News and Events](https://www.paloaltonetworks.com/blog/security-operations/category/news-and-events/?ts=markdown)

## [What's Next in Cortex - Expanded Visibility and Enhanced Protections with L...](https://www.paloaltonetworks.com/blog/security-operations/whats-next-in-cortex-expanded-visibility-and-enhanced-protections-with-latest-cortex-innovations/)

Cortex brings the latest innovations across XSIAM 2.1, XDR 3.9, XSOAR 8.5, Xpanse 2.4, to increase visibility and proactively protect and defend again...  
Feb 12, 2024  
By [Gonen Fink](https://www.paloaltonetworks.com/blog/author/gonen-fink/?ts=markdown "Posts by Gonen Fink")  
![The Role of AI in Reshaping Cybersecurity Careers](https://www.paloaltonetworks.com/blog/wp-content/uploads/2024/02/Say-Cheese-1.jpg)  
[Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [Use-Cases](https://www.paloaltonetworks.com/blog/security-operations/category/use-cases/?ts=markdown)

## [The Role of AI in Reshaping Cybersecurity Careers](https://www.paloaltonetworks.com/blog/security-operations/the-role-of-ai-in-reshaping-cybersecurity-careers/)

Explore How AI is Reshaping Cybersecurity and SOC Analyst Roles in the Medium-Term. Prepare for the Future of Cyber Defense.  
Feb 08, 2024  
By [Chris Scott](https://www.paloaltonetworks.com/blog/author/chris-scott/?ts=markdown "Posts by Chris Scott")  
![Made for Taiwan: New Palo Alto Networks Cloud Location Includes Cortex](https://www.paloaltonetworks.com/blog/wp-content/uploads/2023/09/NetSec-Adhoc-Updated-Blog-Image-Resize-497328705-2.png)  
[Announcement](https://www.paloaltonetworks.com/blog/category/announcement/?ts=markdown)

## [Made for Taiwan: New Palo Alto Networks Cloud Location Includes Cortex](https://www.paloaltonetworks.com/blog/security-operations/made-for-taiwan-new-palo-alto-networks-cloud-location-includes-cortex/)

Palo Alto Networks is proud to announce a new cloud location in Taiwan, bringing Cortex XSIAM, XDR, XSOAR, and Xpanse to customers in the country.  
Sep 07, 2023  
By [Carlo Tarantini](https://www.paloaltonetworks.com/blog/author/carlo-taratini/?ts=markdown "Posts by Carlo Tarantini")  
![Battling macOS Malware with Cortex AI](https://www.paloaltonetworks.com/blog/wp-content/uploads/2023/06/NetSec-Adhoc-Updated-Blog-Image-Resize-508484039-1.png)  
[Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [Use-Cases](https://www.paloaltonetworks.com/blog/security-operations/category/use-cases/?ts=markdown)

## [Battling macOS Malware with Cortex AI](https://www.paloaltonetworks.com/blog/security-operations/battling-macos-malware-with-cortex-ai/)

In this blog, we will be covering a novel machine learning (ML) model incorporated into our macOS agent that enables detecting evolving macOS malware with unprecedented accuracy.  
Jul 11, 2023  
By [Yinnon Meshi](https://www.paloaltonetworks.com/blog/author/yinnon-meshi/?ts=markdown "Posts by Yinnon Meshi"), [Eran Tamari](https://www.paloaltonetworks.com/blog/author/eran-tamari/?ts=markdown "Posts by Eran Tamari") and [Guy Mazaltrim](https://www.paloaltonetworks.com/blog/author/guy-mazaltrim/?ts=markdown "Posts by Guy Mazaltrim")  
![Understand and Protect Your Environment with Cortex 3.7](https://www.paloaltonetworks.com/blog/wp-content/uploads/2023/06/Whats-New-in-Cortex-XDR-3.7-Innovation-Timeline-Image-working-doc.jpg)  
[Announcement](https://www.paloaltonetworks.com/blog/category/announcement/?ts=markdown), [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [Product Features](https://www.paloaltonetworks.com/blog/security-operations/category/product-features/?ts=markdown)

## [Understand and Protect Your Environment with Cortex 3.7](https://www.paloaltonetworks.com/blog/security-operations/understand-and-protect-your-environment-with-cortex-3-7/)

The latest Cortex XDR 3.7 release delivers new features and enhancements, including improved identity threat visibility, enhanced built-in automation tools, and bolstered endpoint protection.  
Jun 29, 2023  
By [John Collins](https://www.paloaltonetworks.com/blog/author/john-collins/?ts=markdown "Posts by John Collins")  
![Cracking the Code — How Machine Learning Supercharges Threat Detection](https://www.paloaltonetworks.com/blog/wp-content/uploads/2023/06/cortex_how-we-do-it_ep-2_blog_4_3.jpg)  
[Company \& Culture](https://www.paloaltonetworks.com/blog/category/company-culture/?ts=markdown), [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [Points of View](https://www.paloaltonetworks.com/blog/category/points-of-view/?ts=markdown), [Product Features](https://www.paloaltonetworks.com/blog/security-operations/category/product-features/?ts=markdown), [Products and Services](https://www.paloaltonetworks.com/blog/category/products-and-services/?ts=markdown)

## [Cracking the Code --- How Machine Learning Supercharges Threat Detection](https://www.paloaltonetworks.com/blog/2023/06/cracking-the-code-how-machine-learning-supercharges-threat-detection/)

Read about building SOCs, leveraging red teams for pen testing, monitoring threat landscapes and using products like Cor...  
Jun 01, 2023  
By [Dena De Angelo](https://www.paloaltonetworks.com/blog/author/ddeangelo/?ts=markdown "Posts by Dena De Angelo") ![Detection and Response for Identity Threats](https://www.paloaltonetworks.com/blog/wp-content/uploads/2023/03/I-See-3.jpg)  
[Announcement](https://www.paloaltonetworks.com/blog/category/announcement/?ts=markdown)

## [Detection and Response for Identity Threats](https://www.paloaltonetworks.com/blog/security-operations/detection-and-response-for-identity-threats/)

The new Identity Threat Detection and Response (ITDR) module for Cortex XSIAM and XDR provides protection against identity-related threats across the attack lifecycle.  
Mar 10, 2023  
By [Greg Smith](https://www.paloaltonetworks.com/blog/author/greg-smith/?ts=markdown "Posts by Greg Smith")  
![What’s Next with Cortex](https://www.paloaltonetworks.com/blog/wp-content/uploads/2023/03/Light-of-the-Monitor.jpg)  
[Announcement](https://www.paloaltonetworks.com/blog/category/announcement/?ts=markdown), [News and Events](https://www.paloaltonetworks.com/blog/security-operations/category/news-and-events/?ts=markdown), [Product Features](https://www.paloaltonetworks.com/blog/security-operations/category/product-features/?ts=markdown), [Products and Services](https://www.paloaltonetworks.com/blog/category/products-and-services/?ts=markdown)

## [What's Next with Cortex](https://www.paloaltonetworks.com/blog/2023/03/whats-next-in-cortex/)

Palo Alto Networks Cortex is changing the future of cybersecurity, starting with the implementation of AI and automation across its portfolio of solutions.  
Mar 10, 2023  
By [Gonen Fink](https://www.paloaltonetworks.com/blog/author/gonen-fink/?ts=markdown "Posts by Gonen Fink")  
![Cortex XDR 3.4: Elevating SecOps with SmartScore \& Single Sign-on](https://www.paloaltonetworks.com/blog/wp-content/uploads/2022/08/cortex-xdr-3.4_unit-42-MDR-webinar-blog_400x300-02.jpg)  
[Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [News and Events](https://www.paloaltonetworks.com/blog/security-operations/category/news-and-events/?ts=markdown), [Uncategorized](https://www.paloaltonetworks.com/blog/category/uncategorized/?ts=markdown)

## [Cortex XDR 3.4: Elevating SecOps with SmartScore \& Single Sign-on](https://www.paloaltonetworks.com/blog/security-operations/cortex-xdr-3-4-elevating-management-scale-security/)

Cortex XDR 3.4 raises the bar for security, visibility and ease of use with features like SmartScore incident scoring.  
Aug 03, 2022  
By [Kasey Cross](https://www.paloaltonetworks.com/blog/author/kasey-cross/?ts=markdown "Posts by Kasey Cross")  
![How Cortex XDR Global Analytics Protects Against Supply Chain Attacks](https://www.paloaltonetworks.com/blog/wp-content/uploads/2022/05/Woman-Working-in-Server-Room-LI-1.jpg)  
[Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [Product Features](https://www.paloaltonetworks.com/blog/security-operations/category/product-features/?ts=markdown)

## [How Cortex XDR Global Analytics Protects Against Supply Chain Attacks](https://www.paloaltonetworks.com/blog/security-operations/how-cortex-xdr-global-analytics-protects-against-supply-chain-attacks/)

Cortex XDR Global Analytics is a new powerful capability that was researched and implemented. In this article we will explain how this technology work...  
May 23, 2022  
By [Madhusudan Nanjanagud](https://www.paloaltonetworks.com/blog/author/madhusudan-nanjanagud/?ts=markdown "Posts by Madhusudan Nanjanagud")  
![The Third Generation of XDR Has Arrived!](https://www.paloaltonetworks.com/blog/wp-content/uploads/2021/08/cortex-xdr-3.0-product-launch-blog-400x300-2.png)  
[Announcement](https://www.paloaltonetworks.com/blog/category/announcement/?ts=markdown), [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [News and Events](https://www.paloaltonetworks.com/blog/security-operations/category/news-and-events/?ts=markdown), [Product Features](https://www.paloaltonetworks.com/blog/security-operations/category/product-features/?ts=markdown), [Products and Services](https://www.paloaltonetworks.com/blog/category/products-and-services/?ts=markdown)

## [The Third Generation of XDR Has Arrived!](https://www.paloaltonetworks.com/blog/2021/08/third-generation-xdr-has-arrived/)

Cortex XDR 3.0, our third generation Extended Detection and Response (XDR) solution for cloud environments automates and optimizes how SOC teams monitor and respond to threats.  
Aug 23, 2021  
By [Tim Junio](https://www.paloaltonetworks.com/blog/author/tim-junio/?ts=markdown "Posts by Tim Junio")  
![What's on Cybersecurity Experts’ Minds: RSA Conference 2021](https://www.paloaltonetworks.com/blog/wp-content/uploads/2021/01/EMEA_Cybersecurity_Predictions_Splash_1400x769.png)  
[Points of View](https://www.paloaltonetworks.com/blog/category/points-of-view/?ts=markdown)

## [What's on Cybersecurity Experts' Minds: RSA Conference 2021](https://www.paloaltonetworks.com/blog/2021/05/trends-rsa-conference-2021/)

Greg Day discusses key trends at the upcoming RSA Conference 2021, including focus on ransomware attacks, vulnerability management and more.  
May 14, 2021  
By [Greg Day](https://www.paloaltonetworks.com/blog/author/greg-day/?ts=markdown "Posts by Greg Day")  
![Busted by XDR: Detecting Microsoft Exchange Post-Exploit Activity in February](https://www.paloaltonetworks.com/blog/wp-content/uploads/2021/03/Man-Working-in-Server-Room.jpg)  
[Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [News and Events](https://www.paloaltonetworks.com/blog/security-operations/category/news-and-events/?ts=markdown)

## [Busted by XDR: Detecting Microsoft Exchange Post-Exploit Activity in Februa...](https://www.paloaltonetworks.com/blog/security-operations/busted-by-xdr-detecting-microsoft-exchange-post-exploit-activity-in-february/)

Using Cortex XDR behavioral analytics alerts to identify and resolve threats related to Microsoft Exchange Server vulnerabilities prior to public disc...  
Apr 01, 2021  
By [Unit 42](https://www.paloaltonetworks.com/blog/author/unit-42/?ts=markdown "Posts by Unit 42")  
![Maximize Your Security ROI: 2021 Forrester Consulting TEI Study](https://www.paloaltonetworks.com/blog/wp-content/uploads/2021/01/Woman-Showing-Server-Room.jpg)  
[Network Perimeter](https://www.paloaltonetworks.com/blog/network-security/category/network-perimeter/?ts=markdown), [News \& Events](https://www.paloaltonetworks.com/blog/sase/category/news-events/?ts=markdown), [Next-Generation Firewalls](https://www.paloaltonetworks.com/blog/network-security/category/next-generation-firewalls/?ts=markdown)

## [Maximize Your Security ROI: 2021 Forrester Consulting TEI Study](https://www.paloaltonetworks.com/blog/network-security/maximize-your-security-roi-forrester-tei/)

Maximize Your Security ROI. 2021 Forrester Total Economic Impact Study: The ML-Powered NGFW and SASE platform deliver 247% ROI, 45% breach reduction.  
Feb 03, 2021  
By [Forrester Consulting](https://www.paloaltonetworks.com/blog/author/forrester-consulting/?ts=markdown "Posts by Forrester Consulting")  
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