Machine learning is crucial in SEO as it enhances keyword research by analyzing search intent and user behavior, optimizing content accordingly. It also automates repetitive tasks like data analysis and link building, improving overall efficiency. Additionally, machine learning predicts ranking potential, aiding in better search engine placement.