Need equations for some of weight initializers in tensorflow?
2 - Not necessarily between 0 an 1. Example: If you see the normal glorot formulae, The sigma_i value will entirely depend on fan_in and fan_out. So, it need not be centred at 0.

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Research paper - weight initialization by Xavier

Credits: Also, check out this and this
Hope it helps.