Artificial Intelligence Foundations for Professionals
Artificial Intelligence Foundations for Professionals Artificial intelligence helps machines perform tasks that usually require human thinking. In many workplaces, AI is not a single solution but a toolkit that analyzes data, spots patterns, and supports everyday decisions. The foundations are simple: good data, clear goals, and responsible use. Understanding these basics helps you use AI more confidently and ethically. Core concepts you should know Data matters: quality, relevance, and privacy shape results. Models learn from data: training versus inference, generalization, and limits. Evaluation counts: pick metrics tied to real business goals. Ethics and governance: bias, fairness, accountability, and transparency guide choices. These ideas make it easier to compare tools, design sensible experiments, and explain outcomes to teammates. ...