Machine learning didn’t disappear — it embedded itself. These seven competencies define what marketers must architect, govern and measure for 2026.

To help professionals build these capabilities, we have curated a list of the best applied AI and data science courses.

The ability to write parts of SQL queries in natural language will help developers speed up their work, analysts say.