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Top Data Scientists Explain Bad Data, Poisoned Datasets, and Other AI Killers | CXOTalk #896
Manage episode 512678674 series 1431021
Is your AI built on quicksand? Learn how bad data, poisoned datasets, and deep fakes threaten your AI systems, and what to do about it.
In this episode of CXOTalk (#896), AI luminaries Dr. David Bray and Dr. Anthony Scriffignano reveal the hidden dangers lurking in your AI foundations. They share practical strategies for building trustworthy AI systems and escaping the "AI quicksand" that traps countless organizations.
🎯 KEY TAKEAWAYS:
- The Five Ms framework for identifying AI failures before they scale
- Why red teams are essential for AI risk management
- How nation-states are actively poisoning AI training data
- Critical questions every leader must ask about their AI initiatives
- The future of specialized AI models vs. mega LLMs
🔷 Show notes and resources: https://www.cxotalk.com/episode/escape-ai-quicksand-data-misuse-misadventures-and-mal-intent
🔷 Newsletter: www.cxotalk.com/subscribe
🔷 LinkedIn: www.linkedin.com/company/cxotalk
🔷 Twitter: twitter.com/cxotalk
00:00 🤖 Understanding AI Quicksand and the Challenges of Data
02:16 ⚠️ The Five Ms of AI Risks and Practical Examples
07:12 💡 The Disconnect in AI Adoption and the Importance of Purpose
09:46 🤖 The Challenges and Risks of Generative AI
14:28 ⚖️ Ethical and Intellectual Property Concerns in AI
16:30 🛡️ Responsibility and Oversight in Ethical AI
20:22 ⚖️ Liability and Critical Thinking in AI Services
22:12 📜 AI Regulation and Consumer Advocacy
25:55 🤖 Future Directions in AI Development
30:59 🤖 Exploring AI's Potential and Limitations
33:03 🧪 Data Poisoning and Its Implications
40:07 ⚠️ Addressing AI Risks and Perception of Reality
41:38 📊 The Evolution of Data Analysis and Critical Thinking
44:36 🧠 Teaching Critical Thinking and AI Critique
46:36 🤖 Embodied AI, Data Misuse, and Global AI Perspectives
50:57 🤖 The Evolution of Work and AI's Role
52:59 🌟 AI's Positive Impact on Healthcare and Society
56:23 🌈 Hope and Resilience in the Age of AI
#AI #ArtificialIntelligence #DataScience #AIEthics #MachineLearning #DataPoisoning #GenerativeAI #EnterpriseAI #AIStrategy #DigitalTransformation #CyberSecurity #AIRegulation #FutureOfWork #TechLeadership #CXOTalk
538 حلقات
Manage episode 512678674 series 1431021
Is your AI built on quicksand? Learn how bad data, poisoned datasets, and deep fakes threaten your AI systems, and what to do about it.
In this episode of CXOTalk (#896), AI luminaries Dr. David Bray and Dr. Anthony Scriffignano reveal the hidden dangers lurking in your AI foundations. They share practical strategies for building trustworthy AI systems and escaping the "AI quicksand" that traps countless organizations.
🎯 KEY TAKEAWAYS:
- The Five Ms framework for identifying AI failures before they scale
- Why red teams are essential for AI risk management
- How nation-states are actively poisoning AI training data
- Critical questions every leader must ask about their AI initiatives
- The future of specialized AI models vs. mega LLMs
🔷 Show notes and resources: https://www.cxotalk.com/episode/escape-ai-quicksand-data-misuse-misadventures-and-mal-intent
🔷 Newsletter: www.cxotalk.com/subscribe
🔷 LinkedIn: www.linkedin.com/company/cxotalk
🔷 Twitter: twitter.com/cxotalk
00:00 🤖 Understanding AI Quicksand and the Challenges of Data
02:16 ⚠️ The Five Ms of AI Risks and Practical Examples
07:12 💡 The Disconnect in AI Adoption and the Importance of Purpose
09:46 🤖 The Challenges and Risks of Generative AI
14:28 ⚖️ Ethical and Intellectual Property Concerns in AI
16:30 🛡️ Responsibility and Oversight in Ethical AI
20:22 ⚖️ Liability and Critical Thinking in AI Services
22:12 📜 AI Regulation and Consumer Advocacy
25:55 🤖 Future Directions in AI Development
30:59 🤖 Exploring AI's Potential and Limitations
33:03 🧪 Data Poisoning and Its Implications
40:07 ⚠️ Addressing AI Risks and Perception of Reality
41:38 📊 The Evolution of Data Analysis and Critical Thinking
44:36 🧠 Teaching Critical Thinking and AI Critique
46:36 🤖 Embodied AI, Data Misuse, and Global AI Perspectives
50:57 🤖 The Evolution of Work and AI's Role
52:59 🌟 AI's Positive Impact on Healthcare and Society
56:23 🌈 Hope and Resilience in the Age of AI
#AI #ArtificialIntelligence #DataScience #AIEthics #MachineLearning #DataPoisoning #GenerativeAI #EnterpriseAI #AIStrategy #DigitalTransformation #CyberSecurity #AIRegulation #FutureOfWork #TechLeadership #CXOTalk
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