This 5-course Specialization, which includes hands-on labs, will take you from a strategic overview of why machine learning matters to practical skills in building real- world, accurate machine learning models. | Coursera

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

Will AI take people's jobs? Not exactly, says Andrew Ng. #AndrewNg #AI #work #jobs | TED

My AI talk at Stanford Graduate School of Business. If you already know the basics, skip ahead to 12:30 on AI Produce Management. Bookmarks: 34:40 Virtuous circle of AI. 37:50 "Evil AI" hype circle. 42:30 More AI Product Management. 53:40 New AI application opportunities. | Andrew Ng