My biggest lesson was realizing that domain expertise matters more than algorithmic complexity.

Claudia Ng emphasizes that in real-world machine learning applications, domain expertise is often more critical to success than developing complex algorithms. Her transition from corporate ML roles to freelance AI work underscores the importance of practical knowledge and contextual understanding in deploying effective AI solutions.