Learn Dropout in 15 lines

Description

Learn Dropout in 15 lines

Usage

learn_do15(X, y, alpha, hidden_dim, dropout_percent, do_dropout = TRUE)

Arguments

References

http://qua.st/handcoding-dropout/ http://iamtrask.github.io/2015/07/28/dropout/

See Also

learn_do

Examples

# construct data
X = matrix(c(0,0,1,0,1,1,1,0,1,1,1,1), nrow=4, byrow=TRUE)
y = matrix(c(0,1,1,0),nrow=4)

# set hyperparameters
alpha = 0.5
hidden_dim = 4
dropout_percent = 0.2
do_dropout = TRUE

# run 11 lines function
learn_do15(X, y, alpha, hidden_dim, dropout_percent, TRUE)

# view output
synapse_0
synapse_1

Results