Why Most Companies Fail to Build Strategic Assets with AI: An AI Maturity Model
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Your competitor just announced their “AI-powered revolution.” The board is demanding updates on AI strategy. Your team rushed to deploy an AI chatbot for customer support, but now users are posting screenshots of it giving nonsensical answers and leaking sensitive...
The Art of Iterative AI System Development: A Practical Guide to Evaluation-Driven Improvement
Introduction: The Challenge of Improving AI Systems
Improving AI systems is hard. Unlike traditional software where you can often directly observe and fix bugs, AI systems present unique challenges:
Performance issues are often subtle and multi-faceted
The relationship between changes and improvements isn’t always clear
The development ...
Building AI Products That Actually Work: A Hard-Won Guide
“Let’s add AI to our product!”
If you’ve heard this recently (and who hasn’t?), you know the excitement - and anxiety - it can bring. After spending years building machine learning systems at companies like LinkedIn and Google, I’ve seen both spectacular successes and painful failures in AI product development.
Here’s what I’ve learned: the di...
The Real Secret to Landing Your Dream Tech Job: It's Not What You Think
After a decade in tech, including years at LinkedIn working on their job matching algorithms and now serving as VP of Engineering & Data Science, I’ve seen thousands of candidates navigate the tech hiring process. Here’s the truth that most won’t tell you: your network is worth more than all your technical skills combined.
The Uncomfortable...
24 post articles, 6 pages.