The Machine Learning Lessons I’ve Learned This Month

A machine learning researcher shares three key insights: technical skills alone don't drive successful projects. Attending informal workplace gatherings and building personal connections proved crucial for long-term collaboration, as projects depend on human relationships as much as code. After disabling AI coding assistance like Copilot, the researcher found no significant productivity gains for familiar tasks, though AI tools remain helpful when learning new domains. The final lesson advocates for pragmatic simplicity—choosing basic, proven approaches rather than overthinking technical details that don't impact user priorities.