deep learning for text and sequences market and machine learning some readers are bound to want to take the techniques we've introduced here and try them on the problem of forecasting the future price of securities on the stock market (or currency exchange ratesand so onmarkets have very different statistical characteristics than natural phenomena such as weather patterns trying to use machine learning to beat marketswhen you only have access to publicly available datais difficult endeavorand you're likely to waste your time and resources with nothing to show for it always remember that when it comes to marketspast performance is not good predictor of future returns--looking in the rear-view mirror is bad way to drive machine learningon the other handis applicable to datasets where the past is good predictor of the future licensed to