Essential AI/ML Concepts for Product Managers: From Theory to Practice When Maya joined HealthTech Solutions as a product manager for their new AI initiatives, she had a strong background in traditional software products but limited exposure to machine learning. During her first major project—an AI system for predicting patient readmission risks—she discovered that AI products […]
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Infrastructure and Architecture for Enterprise AI: A Product Manager’s Guide When Global Financial Services (GFS) launched their ambitious AI-powered fraud detection system, they thought the hardest part would be building accurate models. Six months into deployment, they discovered a harsh truth: even the most sophisticated AI models are only as good as the infrastructure supporting
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Launch Strategies for AI Products: From Pilot to Production When Michael Chang became the Product Launch Director for an enterprise AI company, he thought launching AI products would be similar to traditional software launches. After three failed attempts and one spectacular success, he learned a crucial lesson: “Launching AI isn’t just about releasing technology—it’s about
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