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Practical Skills for The AI Product Manager

O'Reilly on Data

In our previous article, What You Need to Know About Product Management for AI , we discussed the need for an AI Product Manager. In this article, we shift our focus to the AI Product Manager’s skill set, as it is applied to day to day work in the design, development, and maintenance of AI products.

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Escaping POC Purgatory: Evaluation-Driven Development for AI Systems

O'Reilly on Data

In this article, were going to share an emerging SDLC for LLM applications that can help you escape POC Purgatory. ML apps needed to be developed through cycles of experimentation (as were no longer able to reason about how theyll behave based on software specs). How will you measure success? The answers were: Our students.

Testing 174
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Business Strategies for Deploying Disruptive Tech: Generative AI and ChatGPT

Rocket-Powered Data Science

encouraging and rewarding) a culture of experimentation across the organization. Encourage and reward a Culture of Experimentation that learns from failure, “ Test, or get fired! “ Here is the list from that article’s “C-Suite’s Guide to Developing a Successful AI Chatbot” : Define the business requirements.

Strategy 290
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MLOps and DevOps: Why Data Makes It Different

O'Reilly on Data

In this article, we want to dig deeper into the fundamentals of machine learning as an engineering discipline and outline answers to key questions: Why does ML need special treatment in the first place? Besides infrastructure, effective A/B testing requires a control plane, a modern experimentation platform, such as StatSig.

IT 364
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From project to product: Architecting the future of enterprise technology

CIO Business Intelligence

By articulating fitness functions automated tests tied to specific quality attributes like reliability, security or performance teams can visualize and measure system qualities that align with business goals. Experimentation: The innovation zone Progressive cities designate innovation districts where new ideas can be tested safely.

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Measuring Incrementality: Controlled Experiments to the Rescue!

Occam's Razor

This: You understand all the environmental variables currently in play, you carefully choose more than one group of "like type" subjects, you expose them to a different mix of media, measure differences in outcomes, prove / disprove your hypothesis (DO FACEBOOK NOW!!!), Measuring Incrementality: Controlled Experiments to the Rescue!

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AI Product Management After Deployment

O'Reilly on Data

Our previous articles in this series introduce our own take on AI product management , discuss the skills that AI product managers need , and detail how to bring an AI product to market. The field of AI product management continues to gain momentum. While useful, these constructs are not beyond criticism.