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A follow-up to What’s Your Problem?

In machine learning, a golden rule followed by approximately no one is that you should only touch your test set once.

Six years ago, after two years of working at a research-oriented startup and just before starting graduate school, I wrote a blog post called Lessons from My First Two Years of AI Research.