The First Rule of Machine Learning: Start without Machine Learning

Update: This made the top of Hacker News ( 600 points). Applying machine learning effectively is tricky. You need a robust pipeline to support your data flows. And most of all, you need high-quality labels. As a result, most of the time, my first iteration doesn't involve machine learning at all.