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The question is a bit underspecified. What exactly are you imagining doing? Running an automated trading system at home? Or just applying rebalancing techniques to your portfolio?
Strategy of Renaissance Technologies Medallion fund: Holy Grail or next Madoff?
Renaissance only opened the two other funds in 2005 or so. They made ~40% annualized returns (after fees) for at least 15 years before that.