White Paper

Building AI Investment Algorithms


Machine Learning, as a set of techniques for enabling AI, holds a lot of promise in increasing alpha for asset managers. But asset managers who begin developing machine learning systems are often surprised by the challenges that surface, leading many to abandon their efforts.

This whitepaper discusses some of the major challenges that asset managers face when building ML systems, and suggest solutions to get past them. We also discuss non-obvious pitfalls and best practices that asset managers may wish to follow when they develop ML systems for the first time.