"Machine Learning can give you an edge, but probably not an edge so huge that it allows you to ignore other factors. You still need to build good infrastructure, collect good data, and have low latencies."
Read it!Before applying machine learning, you should get to know the data and build heuristics.
Read it!A story about the first year of working at Stack Overflow after transitioning from academia.
Read it!