Deep Dojo

Machine Learning Reproducibility Crisis

Pete Warden discusses code, data and software process. When mixed with machine learning, it can be tricky to iterate on results.

“I’m no shrinking violet when it comes to version control. I’ve toughed my way through some terrible systems, and I can still monkey together a solution using rsync and chicken wire if I have to. Even with all that behind me, I can say with my hand on my heart, that machine learning is by far the worst environment I’ve ever found for collaborating and keeping track of changes.”