The Machine Learning Lessons I’ve Learned This Month

A machine learning researcher shares three practical lessons learned from daily practice: keeping experiment logging simple rather than over-engineering with complex tools like Weights & Biases, maintaining experimental lab notebooks to document what you're testing and why, and strategically running experiments overnight to maximize compute utilization and have results ready for morning analysis.