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The results of that work have been filtering into select client products over the past three years, in some cases driving significant gains. We have spent a lot of time on machine learning; it is the single biggest area of research spending for the firm, says Rattray, who joined Man AHL in 2007 from Goldman Sachs Group, where he was a managing director specializing in quantitative trading. We are looking at people, data, hardware its not just one aspect that is going to bring this all together. Of Man Groups 1,000-plus staff, 130 focus on trading strategy; many of them are doing machine learning research that supplements OMIs work.The firm has invested in high-powered hardware to process this information.But traders and scientists must know how the algorithms work and how to avoid overfitting data to a trading hypothesis, warns Anthony Ledford, chief scientist at OMI.
The medium-term trend follower keeps refining its models through research and opportunistic acquisitions, Todd says. The firm has also cherry-picked individual talent, bringing over Franck Lauri, formerly of French asset manager OTEA Capital, who specializes in statistical arbitrage, and Antonio Botelho and Constantin Filitti from London-based hedge fund firm Capula Investment Management.Machine learningbased trading algorithms operate much differently than their rules-based counterparts.Historically, a portfolio manager would have created an algorithm based on a financial model or data set and fashioned rules for how it would behave when trading.The firm trades four main strategies: classical long-term trend following, proprietary trend following, multistrategy and long-only.Under Rattrays leadership, Man AHL has been developing machine learningdriven algorithms for half a decade.