18 episodes

A podcast about the fundamentals of safe and resilient modeling systems behind the AI that impacts our lives and our businesses. 

The AI Fundamentalists Dr. Andrew Clark & Sid Mangalik

    • Technology

A podcast about the fundamentals of safe and resilient modeling systems behind the AI that impacts our lives and our businesses. 

    Responsible AI: Does it help or hurt innovation? With Anthony Habayeb

    Responsible AI: Does it help or hurt innovation? With Anthony Habayeb

    Artificial Intelligence (AI) stands at a unique intersection of technology, ethics, and regulation. The complexities of responsible AI are brought into sharp focus in this episode featuring Anthony Habayeb, CEO and co-founder of Monitaur, As responsible AI is scrutinized for its role in profitability and innovation, Anthony and our hosts discuss the imperatives of safe and unbiased modeling systems, the role of regulations, and the importance of ethics in shaping AI.Show notesPrologue: ...

    • 45 min
    Baseline modeling and its critical role in AI and business performance

    Baseline modeling and its critical role in AI and business performance

    Baseline modeling is a necessary part of model validation. In our expert opinion, it should be required before model deployment. There are many baseline modeling types and in this episode, we're discussing their use cases, strengths, and weaknesses. We're sure you'll appreciate a fresh take on how to improve your modeling practices.Show notesIntroductions and news: why reporting and visibility is a good thing for AI 0:03Spoiler alert: Providing visibility to AI bias audits does NOT mean expos...

    • 36 min
    Information theory and the complexities of AI model monitoring

    Information theory and the complexities of AI model monitoring

    In this episode, we explore information theory and the not-so-obvious shortcomings of its popular metrics for model monitoring; and where non-parametric statistical methods can serve as the better option. Introduction and latest news 0:03Gary Marcus has written an article questioning the hype around generative AI, suggesting it may not be as transformative as previously thought.This in contrast to announcements out of the NVIDIA conference during the same week.Information theory and its ...

    • 21 min
    The importance of anomaly detection in AI

    The importance of anomaly detection in AI

    In this episode, the hosts focus on the basics of anomaly detection in machine learning and AI systems, including its importance, and how it is implemented. They also touch on the topic of large language models, the (in)accuracy of data scraping, and the importance of high-quality data when employing various detection methods. You'll even gain some techniques you can use right away to improve your training data and your models.Intro and discussion (0:03)Questions about Information Theory from...

    • 35 min
    What is consciousness, and does AI have it?

    What is consciousness, and does AI have it?

    We're taking a slight detour from modeling best practices to explore questions about AI and consciousness. With special guest Michael Herman, co-founder of Monitaur and TestDriven.io, the team discusses different philosophical perspectives on consciousness and how these apply to AI. They also discuss the potential dangers of AI in its current state and why starting fresh instead of iterating can make all the difference in achieving characteristics of AI that might resemble consciousness....

    • 32 min
    Upskilling for AI: Roles, organizations, and new mindsets

    Upskilling for AI: Roles, organizations, and new mindsets

    Data scientists, researchers, engineers, marketers, and risk leaders find themselves at a crossroads to expand their skills or risk obsolescence. The hosts discuss how a growth mindset and "the fundamentals" of AI can help.Our episode shines a light on this vital shift, equipping listeners with strategies to elevate their skills and integrate multidisciplinary knowledge. We share stories from the trenches on how each role affects robust AI solutions that adhere to ethical standards, and how e...

    • 41 min

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