diff --git a/src/backend/tensorflow/graph.jl b/src/backend/tensorflow/graph.jl
index 63c4f4e2..21258ecf 100644
--- a/src/backend/tensorflow/graph.jl
+++ b/src/backend/tensorflow/graph.jl
@@ -31,7 +31,7 @@ graph(::typeof(svd), x) = svd(x)
 
 for op in (*, .*, .+, .^, log, exp, ceil, floor, sqrt, abs, cos,
            sin, tan, atan, asin, acos, tanh, lgamma, erf, erfc, real, imag, conj,
-           inv, det)
+           inv, det, transpose)
   @eval graph(::typeof($op), args...) = $op(args...)
 end
 
diff --git a/test/backend/tensorflow.jl b/test/backend/tensorflow.jl
index 178de761..7bbb39d5 100644
--- a/test/backend/tensorflow.jl
+++ b/test/backend/tensorflow.jl
@@ -29,6 +29,8 @@ end
   @test A ≈ u*diagm(s)*transpose(v)
   @test tf(@net x -> inv(x))(A) ≈ inv(A)
   @test tf(@net x -> det(x))(A) ≈ det(A)
+  A = randn(Float32,(6,3))
+  @test tf(@net x -> transpose(x))(A) ≈ transpose(A)
 end
 
 end