Glorot uniform initializer, also called Xavier uniform initializer.
It draws samples from a uniform distribution within -limit, limit
where limit
is sqrt(6 / (fan_in + fan_out))
where fan_in
is the number of input units in the weight tensor
and fan_out
is the number of output units in the weight tensor.
initializer_glorot_uniform(seed = NULL)
seed |
Integer used to seed the random generator. |
Glorot & Bengio, AISTATS 2010 https://jmlr.org/proceedings/papers/v9/glorot10a/glorot10a.pdf
Other initializers:
initializer_constant()
,
initializer_glorot_normal()
,
initializer_he_normal()
,
initializer_he_uniform()
,
initializer_identity()
,
initializer_lecun_normal()
,
initializer_lecun_uniform()
,
initializer_ones()
,
initializer_orthogonal()
,
initializer_random_normal()
,
initializer_random_uniform()
,
initializer_truncated_normal()
,
initializer_variance_scaling()
,
initializer_zeros()
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