What makes a company great at using AI? In this short clip from AI for Everyone, Andrew Ng breaks down the difference between simply using AI and truly transforming an organization with it. It’s not just about plugging in a model—it’s about changing how teams work, how data is organized, and how decisions are made. In the full lesson, you'll explore a five-step playbook for helping any organization become more effective at using AI. Learn more: https://hubs.la/Q03dNZvc0 | DeepLearning.AI

Building a machine learning model isn’t just about finding the right algorithm—it’s about the right process. In Machine Learning in Production, Andrew Ng breaks down the iterative loop of model development: training, error analysis, refining hyperparameters, and improving data. Getting to a high test set accuracy is one thing, but aligning your model with real-world business metrics? That’s where the real challenge begins. Learn how to bridge the gap between models and impact: https://hubs.la/Q0