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Also, there is something called Kelly formula
https://en.wikipedia.org/wiki/Kelly_formula, which tells you how much you should risk in each bet when the bets are favourable (+EV) to you. But when the bets are unfavourable (-EV) to you, it tells you not to make the bet.
Your link about kelly formula is awesome, maybe we can learn good strategy from it, if we wanna be +EV, mastering math is a necessary thing. But I think every bet is independent, how to choose when to bet big, when to bet small?
Yes every bet is independent and so Kelly formula does not tell you to change your bet size based on your previous rolls, unlike in progressive strategies like martingale. Your bet size (as % of your total bankroll) should stay the same as long as the win chance and multiplier are unchanged.