diff --git a/test/runtests.jl b/test/runtests.jl
index 6e401ec..954c916 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -1,2 +1,3 @@
 include("config.jl")
 include("layers.jl")
+include("train.jl")
diff --git a/test/train.jl b/test/train.jl
new file mode 100644
index 0000000..76f0a95
--- /dev/null
+++ b/test/train.jl
@@ -0,0 +1,29 @@
+using Knet: relu, gpu
+
+@testset "houserentals" begin
+    hr = AutoML.house_rentals()
+    trn, tst = AutoML.splitdata(hr; trainprop=0.8)
+    epochs = 100
+
+    hrtrn = AutoML.csv2data(trn)
+    hrtst = AutoML.csv2data(tst)
+
+    hrinputs = [("neighborhood", "String"),
+                ("number_of_bathrooms", "Int"),
+                ("location", "String"),
+                ("days_on_market", "Int"),
+                ("initial_price", "Float"),
+                ("number_of_rooms", "Int"),
+                ("sqft", "Float")]
+    hroutputs = [("rental_price", "Float")]
+
+    model = AutoML.Model(hrinputs, hroutputs; name="houserentals")
+    model, dtrn = AutoML.train(model, hrtrn; epochs=epochs)
+    dtst = AutoML.getbatches(model, hrtst)
+
+    trnerr = model.model(dtrn.x, dtrn.y)
+    tsterr = model.model(dtst.x, dtst.y)
+    threshold = 1000
+
+    @test abs(trnerr - tsterr) < threshold
+end