diff --git a/Samples/UCI/readme.md b/Samples/UCI/readme.md
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-### UCI Adult Dataset 
-
-from UCI Machine Learning Repository (https://archive.ics.uci.edu/ml/citation_policy.html). 
\ No newline at end of file
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diff --git a/ZBaselines/SingleDebug/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer-out.txt b/test/BaselineOutput/SingleDebug/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer-out.txt
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diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-CV-breast-cancer.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-GaussianNorm-TrainTest-breast-cancer.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-summary.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-summary.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-summary.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer-summary.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-TrainTest-breast-cancer.withThreshold.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-CV-breast-cancer.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-bin-norm-TrainTest-breast-cancer.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-CV-breast-cancer.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-non-negative-TrainTest-breast-cancer.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-CV-breast-cancer.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer-out.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer-out.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer-out.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer-rp.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer-rp.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer-rp.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer-rp.txt
diff --git a/ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer.txt
similarity index 100%
rename from ZBaselines/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer.txt
rename to test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-norm-TrainTest-breast-cancer.txt
diff --git a/test/Microsoft.ML.Predictor.Tests/TestAutoInference.cs b/test/Microsoft.ML.Predictor.Tests/TestAutoInference.cs
index 3620a3580a..250bd1414d 100644
--- a/test/Microsoft.ML.Predictor.Tests/TestAutoInference.cs
+++ b/test/Microsoft.ML.Predictor.Tests/TestAutoInference.cs
@@ -26,8 +26,8 @@ public void TestLearn()
         {
             using (var env = new TlcEnvironment())
             {
-                string pathData = GetDataPath(@"../../Samples/UCI/adult.train");
-                string pathDataTest = GetDataPath(@"../../Samples/UCI/adult.test");
+                string pathData = GetDataPath("adult.train");
+                string pathDataTest = GetDataPath("adult.test");
                 int numOfSampleRows = 1000;
                 int batchSize = 5;
                 int numIterations = 10;
@@ -72,8 +72,8 @@ public void TestLearn()
         public void TestPipelineSweeperMacroNoTransforms()
         {
             // Set up inputs for experiment
-            string pathData = GetDataPath(@"../../Samples/UCI/adult.train");
-            string pathDataTest = GetDataPath(@"../../Samples/UCI/adult.test");
+            string pathData = GetDataPath("adult.train");
+            string pathDataTest = GetDataPath("adult.test");
             const int numOfSampleRows = 1000;
             const string schema = "sep=, col=Features:R4:0,2,4,10-12 col=Label:R4:14 header=+";
 
@@ -128,8 +128,8 @@ public void TestPipelineSweeperMacroNoTransforms()
         public void EntryPointPipelineSweepSerialization()
         {
             // Get datasets
-            var pathData = GetDataPath(@"../../Samples/UCI/adult.train");
-            var pathDataTest = GetDataPath(@"../../Samples/UCI/adult.test");
+            var pathData = GetDataPath("adult.train");
+            var pathDataTest = GetDataPath("adult.test");
             const int numOfSampleRows = 1000;
             int numIterations = 10;
             const string schema =
@@ -274,8 +274,8 @@ public void EntryPointPipelineSweep()
         public void TestRocketPipelineEngine()
         {
             // Get datasets
-            var pathData = GetDataPath(@"../../Samples/UCI", "adult.train");
-            var pathDataTest = GetDataPath(@"../../Samples/UCI", "adult.test");
+            var pathData = GetDataPath("adult.train");
+            var pathDataTest = GetDataPath("adult.test");
             const int numOfSampleRows = 1000;
             int numIterations = 35;
             const string schema =
@@ -414,7 +414,7 @@ public void TestPipelineNodeCloning()
         [Fact]
         public void TestHyperparameterFreezing()
         {
-            string pathData = GetDataPath(@"../../Samples/UCI", "adult.train");
+            string pathData = GetDataPath("adult.train");
             int numOfSampleRows = 1000;
             int batchSize = 1;
             int numIterations = 10;
@@ -489,7 +489,7 @@ public void TestRegressionPipelineWithMinimizingMetric()
         [Fact]
         public void TestLearnerConstrainingByName()
         {
-            string pathData = GetDataPath(@"../../Samples/UCI", "adult.train");
+            string pathData = GetDataPath("adult.train");
             int numOfSampleRows = 1000;
             int batchSize = 1;
             int numIterations = 1;
@@ -518,8 +518,8 @@ public void TestLearnerConstrainingByName()
         public void TestRequestedLearners()
         {
             // Get datasets
-            var pathData = GetDataPath(@"../../Samples/UCI", "adult.train");
-            var pathDataTest = GetDataPath(@"../../Samples/UCI", "adult.test");
+            var pathData = GetDataPath("adult.train");
+            var pathDataTest = GetDataPath("adult.test");
             const int numOfSampleRows = 100;
             const string schema =
                 "sep=, col=Features:R4:0,2,4,10-12 col=workclass:TX:1 col=education:TX:3 col=marital_status:TX:5 col=occupation:TX:6 " +
diff --git a/test/Microsoft.ML.TestFramework/BaseTestBaseline.cs b/test/Microsoft.ML.TestFramework/BaseTestBaseline.cs
index 9e9031eb38..848fa15a44 100644
--- a/test/Microsoft.ML.TestFramework/BaseTestBaseline.cs
+++ b/test/Microsoft.ML.TestFramework/BaseTestBaseline.cs
@@ -41,13 +41,13 @@ void IDisposable.Dispose()
 
         internal const string RawSuffix = ".raw";
         private const string LogSuffix = ".log";
-        private readonly string _baselineRootRelPath = Path.Combine("ZBaselines", BuildString); // Relative to Root.
+        private readonly string _baselineRootRelPath = Path.Combine(TestDir, "BaselineOutput", BuildString); // Relative to Root.
         private readonly string _logRootRelPath = Path.Combine("Logs", BuildString); // Relative to OutDir.
         private readonly string ScopeRootRelPath = Path.Combine("Samples", "scope"); // Root of files required for Scope related tests. Used primarily for local runs
         private readonly string TestExtDir = Path.Combine("Tests", "Ext"); // Directory with external binaries checked in. Eg libvw.dll
 
         private const string SamplesRootRelPath = @"Samples"; // Root location of Samples. Used primarily for local runs
-        private const string TestDir = @"Tests";
+        private const string TestDir = @"test";
 
         private const string DataRootRegExp = @"[a-z]:\\[^/\t ]+\\test\\data" + @"\\[^/\t ]+";
         private const string SamplesRootRegExp = @"[a-z]:\\[^/\t ]+\\Samples\\";
@@ -96,7 +96,7 @@ void IDisposable.Dispose()
         public void Init()
         {
             // Create the output and log directories.
-            Contracts.Check(Directory.Exists(Path.Combine(RootDir, "ZBaselines")));
+            Contracts.Check(Directory.Exists(Path.Combine(RootDir, TestDir, "BaselineOutput")));
             string logDir = Path.Combine(OutDir, _logRootRelPath);
             Directory.CreateDirectory(logDir);
 
diff --git a/Samples/UCI/adult.test b/test/data/adult.test
similarity index 100%
rename from Samples/UCI/adult.test
rename to test/data/adult.test
diff --git a/Samples/UCI/adult.train b/test/data/adult.train
similarity index 100%
rename from Samples/UCI/adult.train
rename to test/data/adult.train