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Ten Top Tips To Assess An Algorithm For Backtesting Using Historical Data. Backtesting is essential to evaluate the AI stock trading predictor's performance, by testing it against past data. Here are 10 strategies to help you evaluate the backtesting results and ensure they are reliable.1. In order to ensure adequate coverage of historic data, it i