AI Models: Why Accuracy Isn't Enough for Product Managers!

AI Models: Why Accuracy Isn't Enough for Product Managers!

Product managers need to evaluate AI models effectively, but focusing solely on accuracy can be a significant pitfall. This video dives deep into the critical metrics and considerations for AI model evaluation beyond just accuracy, empowering AI PMs to build more robust, ethical, and successful AI products. Discover the real challenges and opportunities in AI product development.In this cinematic explainer, we explore why traditional accuracy metrics often fall short in real-world applications. We discuss what other factors, like fairness, interpretability, robustness, latency, and cost, truly impact user experience and business outcomes. Learn how to strategically assess AI models to ensure they align with your product vision and user needs. This is crucial for anyone building AI products or navigating a tech career in product management. We’ll look at practical examples and frameworks product managers can use to make informed decisions and drive product success.Don't miss out on essential insights for your product management journey!🚀 Subscribe: https://www.youtube.com/@aiproductmanagement?sub_confirmation=1#AIModels #ProductManagement #AIPM #TechCareer #AIProductDevelopment

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Episoder(65)

Measuring Quality in GenAI: Beyond Accuracy

Measuring Quality in GenAI: Beyond Accuracy

How do you measure whether a Generative AI product is actually good?Traditional software gives us relatively clear metrics: accuracy, latency, uptime, conversion, and errors. GenAI changes the equatio...

29 Sep 6min

Jobs to Be Done in AI: Stop Building Features, Start Solving the Job

Jobs to Be Done in AI: Stop Building Features, Start Solving the Job

AI products are changing faster than traditional product management playbooks can keep up. In this episode of the AI Product Management Podcast, we explore how the Jobs to Be Done (JTBD) framework can...

27 Sep 7min

From Zero to AI PM: How to Build an AI Product Management Career

From Zero to AI PM: How to Build an AI Product Management Career

What does it really take to become an AI Product Manager when you're starting from zero?AI is changing product management faster than most organizations can adapt. But becoming an AI PM isn't simply a...

25 Sep 6min

Occam’s Razor: The Product Manager’s Toolkit for Better Decisions

Occam’s Razor: The Product Manager’s Toolkit for Better Decisions

Occam’s Razor: The Product Manager’s Toolkit for Better DecisionsProduct management is full of complexity — competing priorities, conflicting data, stakeholder opinions, customer demands, technical co...

21 Sep 7min

Model Drift: Watch out AI's Silent Killer

Model Drift: Watch out AI's Silent Killer

Model Drift: Watch Out — AI’s Silent KillerAI systems can look like they’re working perfectly while quietly becoming less accurate, less relevant, and less reliable over time.In this episode, we explo...

19 Sep 6min

Data Flywheels: Building Defensible Moats for AI Products

Data Flywheels: Building Defensible Moats for AI Products

AI products can be copied- but the data, feedback loops, and learning systems behind them can create a moat that is much harder to replicate.In this episode, we explore data flywheels and how AI produ...

17 Sep 5min

When AI Does What We Asked, Not What We Meant

When AI Does What We Asked, Not What We Meant

AI systems are getting better at optimizing goals, but are those goals actually aligned with human values?In this episode, we explore the AI Value Alignment Problem: the gap between what an AI system ...

14 Sep 4min

The Blind Spot: Why AI Observability is Critical for Product Managers

The Blind Spot: Why AI Observability is Critical for Product Managers

Uncover the critical 'blind spot' in AI product development! This video reveals why AI Observability is non-negotiable for modern Product Managers, especially those navigating the complex world of AI ...

23 Jun 5min

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