diff --git a/test/dropout.jl b/test/dropout.jl
deleted file mode 100644
index 459be4f7fa..0000000000
--- a/test/dropout.jl
+++ /dev/null
@@ -1,44 +0,0 @@
-
-using Statistics
-using Flux
-using Test
-
-#initial x value
-# x = randn32(1000,1);
-# x = [1,2,3,4,5]
-
-# Mean
-# E(xd + alpha(1-d)) = qu + (1-q)alpha
-a_ = -1.7580993408473766
-d = 0.2
-q = 0.2
-u = mean(x)  
-
-function mean_test(x)
-    # LHS
-    mean_left = (x*d) .+ (a_*(1-d))
-    mean_left = mean(mean_left)
-    # println(mean_left)
-
-    # RHS
-    mean_right = (q*u) .+ ((1-q)*a_)
-    # println(mean_right)
-    @test isapprox(mean_left, mean_right, atol=0.2)
-end
-
-x = randn(2000,1);
-@testset "Alphadropout Tests" begin
-    mean_test(x);
-end
-
-
-# Variance
-# Var(xd + alpha(1-d)) = q((1-q)(alpha-u)^2 + v)
-# v = var(x)
-
-# var_left = (x*d) .+ a_*(1-d)
-# var_left = var(var_left)
-
-# var_right = q*((1-q)*(a_-u).^2 + v)
-
-# @test isapprox(var_left, var_right, atol=0.1)