أفضل بودكاسات MLSecOps (2024)

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AI Governance Essentials: Empowering Procurement Teams to Navigate AI Risk 37:41

1d ago37:41

37:41

Send us a text Full transcript with links to resources available at https://mlsecops.com/podcast/ai-governance-essentials-empowering-procurement-teams-to-navigate-ai-risk. In this episode of the MLSecOps Podcast, Charlie McCarthy from Protect AI sits down with Dr. Cari Miller to discuss the evolving landscapes of AI procurement and governance. Dr. …

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Crossroads: AI, Cybersecurity, and How to Prepare for What's Next 33:15

11d ago33:15

33:15

Send us a text In this episode of the MLSecOps Podcast, Distinguished Engineer Nicole Nichols from Palo Alto Networks joins host and Machine Learning Scientist Mehrin Kiani to explore critical challenges in AI and cybersecurity. Nicole shares her unique journey from mechanical engineering to AI security, her thoughts on the importance of clear AI v…

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AI Beyond the Hype: Lessons from Cloud on Risk and Security 41:06

1M ago41:06

41:06

Send us a text On this episode of the MLSecOps Podcast, we’re bringing together two cybersecurity legends. Our guest is the inimitable Caleb Sima, who joins us to discuss security considerations for building and using AI, drawing on his 25+ years of cybersecurity experience. Caleb's impressive journey includes co-founding two security startups acqu…

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Generative AI Prompt Hacking and Its Impact on AI Security & Safety 31:59

2M ago31:59

31:59

Send us a text Welcome to Season 3 of the MLSecOps Podcast, brought to you by Protect AI! In this episode, MLSecOps Community Manager Charlie McCarthy speaks with Sander Schulhoff, co-founder and CEO of Learn Prompting. Sander discusses his background in AI research, focusing on the rise of prompt engineering and its critical role in generative AI.…

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The MLSecOps Podcast Season 2 Finale 40:54

2M ago40:54

40:54

Send us a text This compilation contains highlights from episodes throughout Season 2 of the MLSecOps Podcast, and it's a great one for community members who are new to the show. If there is a clip from this highlights reel that is especially interesting to you, you can note the name of the original episode that the clip came from and easily go che…

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Exploring Generative AI Risk Assessment and Regulatory Compliance 37:37

4M ago37:37

37:37

Send us a text In this episode of the MLSecOps Podcast we have the honor of talking with David Rosenthal, Partner at VISCHER (Swiss Law, Tax & Compliance). David is also an author & former software developer, and lectures at ETH Zürich & the University of Basel. He has more than 25 years of experience in data & technology law and kindly joined the …

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MLSecOps Culture: Considerations for AI Development and Security Teams 38:44

4M ago38:44

38:44

Send us a text In this episode, we had the pleasure of welcoming Co-Founder and CISO of Weights & Biases, Chris Van Pelt, to the MLSecOps Podcast. Chris discusses a range of topics with hosts Badar Ahmed and Diana Kelley, including the history of how W&B was formed, building a culture of security & knowledge sharing across teams in an organization,…

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Practical Offensive and Adversarial ML for Red Teams 35:24

5M ago35:24

35:24

Send us a text Next on the MLSecOps Podcast, we have the honor of highlighting one of our MLSecOps Community members and Dropbox™ Red Teamers, Adrian Wood. Adrian joined Protect AI threat researchers, Dan McInerney and Marcello Salvati, in the studio to share an array of insights, including what inspired him to create the Offensive ML (aka OffSec M…

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Expert Talk from RSA Conference: Securing Generative AI 25:42

6M ago25:42

25:42

Send us a text In this episode, host Neal Swaelens (EMEA Director of Business Development, Protect AI) catches up with Ken Huang, CISSP at RSAC 2024 to talk about security for generative AI. Thanks for checking out the MLSecOps Podcast! Get involved with the MLSecOps Community and find more resources at https://community.mlsecops.com. Additional to…

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Practical Foundations for Securing AI 38:10

6M ago38:10

38:10

Send us a text In this episode of the MLSecOps Podcast, we delve into the critical world of security for AI and machine learning with our guest Ron F. Del Rosario, Chief Security Architect and AI/ML Security Lead at SAP ISBN. The discussion highlights the contextual knowledge gap between ML practitioners and cybersecurity professionals, emphasizing…

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Evaluating RAG and the Future of LLM Security: Insights with LlamaIndex 31:04

7M ago31:04

31:04

Send us a text In this episode of the MLSecOps Podcast, host Neal Swaelens, along with co-host Oleksandr Yaremchuk, sit down with special guest Simon Suo, co-founder and CTO of LlamaIndex. Simon shares insights into the development of LlamaIndex, a leading data framework for orchestrating data in large language models (LLMs). Drawing from his backg…

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AI Threat Research: Spotlight on the Huntr Community 31:48

8M ago31:48

31:48

Send us a text Learn about the world’s first bug bounty platform for AI & machine learning, huntr, including how to get involved! This week’s featured guests are leaders from the huntr community (brought to you by Protect AI): Dan McInerney, Lead AI Threat Researcher Marcello Salvati, Sr. Engineer & Researcher Madison Vorbrich, Community Manager Th…

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Securing AI: The Role of People, Processes & Tools in MLSecOps 37:16

8M ago37:16

37:16

Send us a text In this episode of The MLSecOps Podcast hosted by Daryan Dehghanpisheh (Protect AI) and special guest-host Martin Stanley, CISSP (Cybersecurity and Infrastructure Security Agency), we delve into critical aspects of AI security and operations. This episode features esteemed guests, Gary Givental (IBM) and Kaleb Walton (FICO). The grou…

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ReDoS Vulnerability Reports: Security Relevance vs. Noisy Nuisance 35:30

9M ago35:30

35:30

Send us a text In this episode, we delve into a hot topic in the bug bounty world: ReDoS (Regular Expression Denial of Service) reports. Inspired by reports submitted by the huntr AI/ML bug bounty community and an insightful blog piece by open source expert, William Woodruff (Engineering Director, Trail of Bits), this conversation explores: Are any…

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Finding a Balance: LLMs, Innovation, and Security 41:56

9M ago41:56

41:56

Send us a text In this episode of The MLSecOps Podcast, special guest, Sandy Dunn, joins us to discuss the dynamic world of large language models (LLMs) and the equilibrium of innovation and security. Co-hosts, Daryan “D” Dehghanpisheh and Dan McInerney talk with Sandy about the nuanced challenges organizations face in managing LLMs while mitigatin…

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Secure AI Implementation and Governance 38:37

9M ago38:37

38:37

Send us a text In this episode of The MLSecOps Podcast, Nick James, CEO of WhitegloveAI dives in with show host, Chris King, Head of Product at Protect AI, to offer enlightening insights surrounding: - AI Governance - ISO - International Organization for Standardization ISO/IEC 42001:2023-Information Technology, Artificial Intelligence Management S…

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Risk Management and Enhanced Security Practices for AI Systems 38:08

9M ago38:08

38:08

Send us a text In this episode of The MLSecOps Podcast, VP Security and Field CISO of Databricks, Omar Khawaja, joins the CISO of Protect AI, Diana Kelley. Together, Diana and Omar discuss a new framework for understanding AI risks, fostering a security-minded culture around AI, building the MLSecOps dream team, and some of the challenges that Chie…

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Evaluating Real-World Adversarial ML Attack Risks and Effective Management: Robustness vs Non-ML Mitigations 41:19

12M ago41:19

41:19

Send us a text In this episode, co-hosts Badar Ahmed and Daryan Dehghanpisheh are joined by Drew Farris (Principal, Booz Allen Hamilton) and Edward Raff (Chief Scientist, Booz Allen Hamilton) to discuss themes from their paper, "You Don't Need Robust Machine Learning to Manage Adversarial Attack Risks," co-authored with Michael Benaroch. Thanks for…

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From Risk to Responsibility: Violet Teaming in AI; With Guest: Alexander Titus 43:20

1y ago43:20

43:20

Send us a text In this episode, the founder and CEO of The In Vivo Group, Alexander Titus, joins show hosts Diana Kelley and Daryan Dehghanpisheh to discuss themes from his forward-thinking paper, "The Promise and Peril of Artificial Intelligence -- Violet Teaming Offers a Balanced Path Forward," authored with Adam H. Russell. Thanks for checking o…

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Cybersecurity of Tomorrow: Exploring the Future of Security and Governance for AI Systems; With Guest: Martin Stanley, CISSP 39:45

1y ago39:45

39:45

Send us a text *This episode is also available in video format! Click to watch the full YouTube video.* Welcome to Season 2 of The MLSecOps Podcast! In this episode, we joined Strategic Technology Branch Chief, Martin Stanley, CISSP, from the Cybersecurity and Infrastructure Security Agency (CISA), to celebrate 20 years of Cybersecurity Awareness M…

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AI/ML Security in Retrospect: Insights from Season 1 of The MLSecOps Podcast (Part 2) 42:28

1y ago42:28

42:28

Send us a text *This episode is also available in video format! Click to watch the full YouTube video.* Welcome back, everyone, to The MLSecOps Podcast. We’re thrilled to have you with us for Part 2 of our two-part season finale, as we wrap up Season 1 and look forward to an exciting and revamped Season 2. In this two-part season recap, we’ve been …

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AI/ML Security in Retrospect: Insights from Season 1 of The MLSecOps Podcast (Part 1) 37:10

1y ago37:10

37:10

Send us a text *This episode is also available in video format! Click to watch the full YouTube video.* Welcome to the final episode of the first season of The MLSecOps Podcast, brought to you by the team at Protect AI. In this two-part episode, we’ll be taking a look back at some favorite highlights from the season where we dove deep into machine …

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A Holistic Approach to Understanding the AI Lifecycle and Securing ML Systems: Protecting AI Through People, Processes & Technology; With Guest: Rob van der Veer 29:25

1y ago29:25

29:25

Send us a text Joining us for the first time as a guest host is Protect AI’s CEO and founder, Ian Swanson. Ian is joined this week by Rob van der Veer, a pioneer in AI and security. Rob gave a presentation at Global AppSec Dublin earlier this year called “Attacking and Protecting Artificial Intelligence” which was a large inspiration for this episo…

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ML Model Fairness: Measuring and Mitigating Algorithmic Disparities; With Guest: Nick Schmidt 35:33

1y ago35:33

35:33

Send us a text This week we’re talking about the role of fairness in AI/ML. It is becoming increasingly apparent that incorporating fairness into our AI systems and machine learning models while mitigating bias and potential harms is a critical challenge. Not only that, it’s a challenge that demands a collective effort to ensure the responsible, se…

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Exploring AI/ML Security Risks: At Black Hat USA 2023 with Protect AI 35:20

1y ago35:20

35:20

Send us a text Watch the video for this episode at: https://mlsecops.com/podcast/exploring-ai/ml-security-risks-at-black-hat-usa-2023 This episode of The MLSecOps Podcast features expert security leaders who sat down at Black Hat USA 2023 last week with team members from Protect AI to talk about various facets of AI and machine learning security: -…

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Everything You Need to Know About Hacker Summer Camp 2023 38:59

1+ y ago38:59

38:59

Send us a text Welcome back to The MLSecOps Podcast for this week's episode, “Everything You Need to Know About Hacker Summer Camp 2023.” This week, our show is hosted by Protect AI's Chief Information Security Officer, Diana Kelley, and Diana talks with two more longtime security experts, Chloé Messdaghi and Dan McInerney, about all things related…

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Privacy Engineering: Safeguarding AI & ML Systems in a Data-Driven Era; With Guest Katharine Jarmul 46:44

1+ y ago46:44

46:44

Send us a text Welcome to The MLSecOps Podcast, where we dive deep into the world of machine learning security operations. In this episode, we talk with the renowned Katharine Jarmul. Katharine is a Principal Data Scientist at Thoughtworks, and the author of the popular new book, Practical Data Privacy. Katharine also writes a blog titled, Probably…

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The Intersection of MLSecOps and DataPrepOps; With Guest: Jennifer Prendki, PhD 34:40

1+ y ago34:40

34:40

Send us a text On this week’s episode from The MLSecOps Podcast, we have the pleasure of hearing from Dr. Jennifer Prendki, founder and CEO of Alectio - The DataPrepOps Company. Alectio’s name comes from a blend of the acronym “AL,” standing for Active Learning, and the Latin term for the word “selection,” which is “lectio.” In this episode, Dr. Pr…

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The Evolved Adversarial ML Landscape; With Guest: Apostol Vassilev, NIST 30:30

1+ y ago30:30

30:30

Send us a text In this episode, we explore the National Institute of Standards and Technology (NIST) white paper, Adversarial Machine Learning: A Taxonomy and Terminology of Attacks and Mitigations. The report is co-authored by our guest for this conversation; Apostol Vassilev, NIST Research Team Supervisor. Apostol provides insights into the motiv…

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Navigating the Challenges of LLMs: Guardrails AI to the Rescue; With Guest: Shreya Rajpal 39:16

1+ y ago39:16

39:16

Send us a text In “Navigating the Challenges of LLMs: Guardrails to the Rescue,” Protect AI Co-Founders, Daryan Dehghanpisheh and Badar Ahmed, interview the creator of Guardrails AI, Shreya Rajpal. Guardrails AI is an open source package that allows users to add structure, type, and quality guarantees to the outputs of large language models (LLMs).…

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Indirect Prompt Injections and Threat Modeling of LLM Applications; With Guest: Kai Greshake 36:14

1+ y ago36:14

36:14

Send us a text This talk makes it increasingly clear. The time for machine learning security operations - MLSecOps - is now. In “Indirect Prompt Injections and Threat Modeling of LLM Applications,” (transcript here -> https://bit.ly/45DYMAG) we dive deep into the world of large language model (LLM) attacks and security. Our conversation with esteem…

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Responsible AI: Defining, Implementing, and Navigating the Future; With Guest: Diya Wynn 33:17

1+ y ago33:17

33:17

Send us a text In this episode of The MLSecOps Podcast, Diya Wynn, Sr. Practice Manager in Responsible AI in the Machine Learning Solutions Lab at Amazon Web Services shares her background and the motivations that led her to pursue a career in Responsible AI. Diya shares her passion for work related to diversity, equity, and inclusion (DEI), and ho…

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ML Security: AI Incident Response Plans and Enterprise Risk Culture; With Guest: Patrick Hall 38:49

1+ y ago38:49

38:49

Send us a text In this episode of The MLSecOps Podcast, Patrick Hall, co-founder of BNH.AI and author of "Machine Learning for High-Risk Applications," discusses the importance of “responsible AI” implementation and risk management. He also shares real-world examples of incidents resulting from the lack of proper AI and machine learning risk manage…

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AI Audits: Uncovering Risks in ML Systems; With Guest: Shea Brown, PhD 41:02

1+ y ago41:02

41:02

Send us a text Shea Brown, PhD explores with us the “W’s” and security practices related to AI and algorithm audits. What is included in an AI audit? Who is requesting AI audits and, conversely, who isn’t requesting them but should be? When should organizations request a third party audit of their AI/ML systems and machine learning algorithms? Why …

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MLSecOps: Red Teaming, Threat Modeling, and Attack Methods of AI Apps; With Guest: Johann Rehberger 40:29

1+ y ago40:29

40:29

Send us a text Johann Rehberger is an entrepreneur and Red Team Director at Electronic Arts. His career experience includes time with Microsoft and Uber, and he is the author of “Cybersecurity Attacks – Red Team Strategies: A practical guide to building a penetration testing program having homefield advantage” and the popular blog, EmbraceTheRed.co…

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MITRE ATLAS: Defining the ML System Attack Chain and Need for MLSecOps; With Guest: Christina Liaghati, PhD 39:48

1+ y ago39:48

39:48

Send us a text This week The MLSecOps Podcast talks with Dr. Christina Liaghati, AI Strategy Execution & Operations Manager of the AI & Autonomy Innovation Center at MITRE. Chris King, Head of Product at Protect AI, guest-hosts with regular co-host D Dehghanpisheh this week. D and Chris discuss various AI and machine learning security topics with D…

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Unpacking AI Bias: Impact, Detection, Prevention, and Policy; With Guest: Dr. Cari Miller, MBA, FHCA 39:22

1+ y ago39:22

39:22

Send us a text What is AI bias and how does it impact both organizations and individual members of society? How does one detect if they’ve been impacted by AI bias? What can be done to prevent or mitigate it? Can AI/ML systems be audited for bias and, if so, how? The MLSecOps Podcast explores these questions and more with guest Cari Miller, Founder…

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Just How Practical Are Data Poisoning Attacks? With Guest: Dr. Florian Tramèr 47:35

1+ y ago47:35

47:35

Send us a text ETH Zürich's Assistant Professor of Computer Science, Dr. Florian Tramèr, joins us to talk about data poisoning attacks and the intersection of Adversarial ML and MLSecOps (machine learning security operations). Thanks for checking out the MLSecOps Podcast! Get involved with the MLSecOps Community and find more resources at https://c…

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A Closer Look at "Adversarial Robustness for Machine Learning" With Guest: Pin-Yu Chen 38:39

1+ y ago38:39

38:39

Send us a text In this episode of The MLSecOps podcast, the co-hosts interview Pin-Yu Chen, Principal Research Scientist at IBM Research, about his book co-authored with Cho-Jui Hsieh, "Adversarial Robustness for Machine Learning." Chen explores the vulnerabilities of machine learning (ML) models to adversarial attacks and provides examples of how …

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A Closer Look at "Securing AIML Systems in the Age of Information Warfare" With Guest: Disesdi Susanna Cox 30:50

1+ y ago30:50

30:50

Send us a text Security researcher, AI/ML architect, & former political operative, Disesdi Susanna Cox, talks with us about her research, some of which can be accessed via her website: anglesofattack.io. Thanks for checking out the MLSecOps Podcast! Get involved with the MLSecOps Community and find more resources at https://community.mlsecops.com. …

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