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So for starters, there is not 'best time window' for backtesting. I would argue that it depends upon your data. If you are training an ML model that requires vast quantities of data to train on, then you should allocate a higher proportion of your time-series data to training the model. Whilst this may leave you with little test data during your backtest, ...
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