better default init
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fd67383494
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@ -6,7 +6,7 @@ export Dense
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x -> W*x + b
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x -> W*x + b
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end
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end
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Dense(in::Integer, out::Integer; init = randn) =
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Dense(in::Integer, out::Integer; init = initn) =
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Dense(init(out, in), init(out))
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Dense(init(out, in), init(out))
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Base.show(io::IO, ::Dense) = print(io, "Flux.Dense(...)")
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Base.show(io::IO, ::Dense) = print(io, "Flux.Dense(...)")
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@ -6,6 +6,8 @@ onehot(label, labels) = [i == label for i in labels]
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onecold(pred, labels = 1:length(pred)) = labels[findfirst(pred, maximum(pred))]
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onecold(pred, labels = 1:length(pred)) = labels[findfirst(pred, maximum(pred))]
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function train!(m::Model, train, test = []; epoch = 1, batch = 10, η = 0.1)
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function train!(m::Model, train, test = []; epoch = 1, batch = 10, η = 0.1)
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initn(dims...) = randn(dims...)/100
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i = 0
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i = 0
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∇ = zeros(length(train[1][2]))
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∇ = zeros(length(train[1][2]))
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for _ in 1:epoch
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for _ in 1:epoch
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