Machine Learning and AI Strategy for Business Leaders

Artificial intelligence and machine learning are transforming business operations, yet leading technical initiatives requires strategic understanding rather than code. This course equips managers, team leads, and executives with the foundational knowledge needed to identify high-impact AI opportunities and guide projects to success. You will gain a clear overview of machine learning paradigms, project lifecycles, and modern generative AI applications, enabling you to make informed decisions and align technical projects with core business objectives. What you will learn: Understand fundamental machine learning concepts, terminology, and core algorithm types. Evaluate business processes to determine when machine learning or modern AI models are appropriate. Structure and manage the lifecycle of an AI project from problem formulation to deployment. Assess key metrics for measuring model performance, business value, and return on investment. Navigate data privacy, ethical considerations, and AI governance frameworks. Collaborate effectively with data scientists, technical teams, and external vendor partners. The course starts with essential terms and foundational concepts before walking through project planning, team management, and modern implementation strategies. Designed specifically for managers, business leaders, and project leads with no prior technical or coding background. Read through practical explanations and executive scenarios to build a confident AI strategy for your organization.