diff --git a/tests/Furnace.Tests/Furnace.Tests.fsproj b/tests/Furnace.Tests/Furnace.Tests.fsproj
index 8f647df2..cc6b9840 100644
--- a/tests/Furnace.Tests/Furnace.Tests.fsproj
+++ b/tests/Furnace.Tests/Furnace.Tests.fsproj
@@ -34,6 +34,8 @@
     <Compile Include="TestDistributions.fs" />
     <Compile Include="TestExtensions.fs" />
     <Compile Include="TestTorchExtensions.fs" />
+    <Compile Include="TestPlotHelpers.fs" />
+    <Compile Include="TestPyplot.fs" />
     <Compile Include="TestData.fs" />
     <Compile Include="TestModel.fs" />
     <Compile Include="TestModel.BatchNorm.fs" />
diff --git a/tests/Furnace.Tests/TestPlotHelpers.fs b/tests/Furnace.Tests/TestPlotHelpers.fs
new file mode 100644
index 00000000..8b1159c1
--- /dev/null
+++ b/tests/Furnace.Tests/TestPlotHelpers.fs
@@ -0,0 +1,138 @@
+// Copyright (c) 2016-     University of Oxford (Atılım Güneş Baydin <gunes@robots.ox.ac.uk>)
+// and other contributors, see LICENSE in root of repository.
+//
+// BSD 2-Clause License. See LICENSE in root of repository.
+
+namespace Tests
+
+open System
+open System.IO
+open NUnit.Framework
+open Furnace
+open Furnace.Util
+
+[<TestFixture>]
+type TestPlotHelpers() =
+
+    [<Test>]
+    member _.TestHelpersPrintValFloat32() =
+        // Test printVal with Float32 values
+        let result1 = printVal (3.14f :> scalar)
+        let result2 = printVal (Single.NaN :> scalar)
+        let result3 = printVal (Single.PositiveInfinity :> scalar)
+        
+        Assert.IsTrue(result1.Contains("3.14"))
+        Assert.AreEqual("float('nan')", result2)
+        Assert.AreEqual("float('inf')", result3)
+
+    [<Test>]
+    member _.TestHelpersPrintValFloat64() =
+        // Test printVal with Float64 values
+        let result1 = printVal (2.718 :> scalar)
+        let result2 = printVal (Double.NaN :> scalar)
+        let result3 = printVal (Double.PositiveInfinity :> scalar)
+        
+        Assert.IsTrue(result1.Contains("2.718"))
+        Assert.AreEqual("float('nan')", result2)
+        Assert.AreEqual("float('inf')", result3)
+
+    [<Test>]
+    member _.TestHelpersPrintValIntegers() =
+        // Test printVal with various integer types
+        let result1 = printVal (42 :> scalar)        // Int32
+        let result2 = printVal (42L :> scalar)       // Int64
+        let result3 = printVal (42s :> scalar)       // Int16
+        let result4 = printVal (42uy :> scalar)      // Byte
+        let result5 = printVal (42y :> scalar)       // SByte
+        
+        Assert.AreEqual("42", result1)
+        Assert.AreEqual("42", result2)
+        Assert.AreEqual("42", result3)
+        Assert.AreEqual("42", result4)
+        Assert.AreEqual("42", result5)
+
+    [<Test>]
+    member _.TestHelpersPrintValBoolean() =
+        // Test printVal with Boolean values
+        let resultTrue = printVal (true :> scalar)
+        let resultFalse = printVal (false :> scalar)
+        
+        Assert.AreEqual("True", resultTrue)
+        Assert.AreEqual("False", resultFalse)
+
+    [<Test>]
+    member _.TestHelpersToPythonBool() =
+        // Test toPython with boolean values
+        let resultTrue = toPython true
+        let resultFalse = toPython false
+        
+        Assert.AreEqual("True", resultTrue)
+        Assert.AreEqual("False", resultFalse)
+
+    [<Test>]
+    member _.TestHelpersToPythonScalarTensor() =
+        // Test toPython with scalar tensor
+        let t = FurnaceImage.scalar(42.0f)
+        let result = toPython t
+        
+        Assert.IsTrue(result.Contains("42"))
+
+    [<Test>]
+    member _.TestHelpersToPython1DTensor() =
+        // Test toPython with 1D tensor
+        let t = FurnaceImage.tensor([1.0f; 2.0f; 3.0f])
+        let result = toPython t
+        
+        // Should be in Python list format: [1.000000, 2.000000, 3.000000]
+        Assert.IsTrue(result.StartsWith("["))
+        Assert.IsTrue(result.EndsWith("]"))
+        Assert.IsTrue(result.Contains("1."))
+        Assert.IsTrue(result.Contains("2."))
+        Assert.IsTrue(result.Contains("3."))
+
+    [<Test>]
+    member _.TestHelpersToPython2DTensor() =
+        // Test toPython with 2D tensor
+        let t = FurnaceImage.tensor([[1.0f; 2.0f]; [3.0f; 4.0f]])
+        let result = toPython t
+        
+        // Should be nested list format: [[1., 2.], [3., 4.]]
+        Assert.IsTrue(result.StartsWith("["))
+        Assert.IsTrue(result.EndsWith("]"))
+        // Should contain at least two opening brackets for nested structure
+        let openBrackets = result.ToCharArray() |> Array.filter (fun c -> c = '[') |> Array.length
+        Assert.GreaterOrEqual(openBrackets, 2)
+
+    [<Test>]
+    member _.TestHelpersToPythonOtherTypes() =
+        // Test toPython with other types (should fall back to ToString)
+        let result = toPython "hello world"
+        Assert.AreEqual("hello world", result)
+        
+        let result2 = toPython 123
+        Assert.AreEqual("123", result2)
+
+    [<Test>]
+    member _.TestHelpersRunScriptSuccess() =
+        // Test runScript with successful execution (echo command)
+        let tempDir = Path.GetTempPath()
+        let lines = [| "echo 'test'" |]
+        
+        // This should not throw an exception
+        Assert.DoesNotThrow(fun () -> runScript "echo" lines 1000)
+
+    [<Test>]
+    member _.TestHelpersRunScriptTimeout() =
+        // Test runScript with timeout (should handle gracefully)
+        let lines = [| "sleep 5" |]  // Command that takes longer than timeout
+        
+        // This should not throw an exception, just print warning
+        Assert.DoesNotThrow(fun () -> runScript "sleep" lines 100)
+
+    [<Test>]
+    member _.TestHelpersRunScriptInvalidExecutable() =
+        // Test runScript with invalid executable (should handle gracefully)
+        let lines = [| "test" |]
+        
+        // This should not throw an exception, just print warning
+        Assert.DoesNotThrow(fun () -> runScript "nonexistent_executable_12345" lines 1000)
\ No newline at end of file
diff --git a/tests/Furnace.Tests/TestPyplot.fs b/tests/Furnace.Tests/TestPyplot.fs
new file mode 100644
index 00000000..3c9b8163
--- /dev/null
+++ b/tests/Furnace.Tests/TestPyplot.fs
@@ -0,0 +1,171 @@
+// Copyright (c) 2016-     University of Oxford (Atılım Güneş Baydin <gunes@robots.ox.ac.uk>)
+// and other contributors, see LICENSE in root of repository.
+//
+// BSD 2-Clause License. See LICENSE in root of repository.
+
+namespace Tests
+
+open System
+open System.IO
+open NUnit.Framework
+open Furnace
+open Furnace.Util
+
+[<TestFixture>]
+type TestPyplot() =
+
+    [<Test>]
+    member _.TestPyplotConstructorDefaults() =
+        // Test Pyplot constructor with default parameters
+        let plt = Pyplot()
+        Assert.IsNotNull(plt)
+
+    [<Test>]
+    member _.TestPyplotConstructorCustomParameters() =
+        // Test Pyplot constructor with custom parameters
+        let plt = Pyplot(pythonExecutable="python3", timeoutMilliseconds=5000)
+        Assert.IsNotNull(plt)
+
+    [<Test>]
+    member _.TestPyplotFigure() =
+        // Test figure method
+        let plt = Pyplot()
+        Assert.DoesNotThrow(fun () -> plt.figure())
+
+    [<Test>]
+    member _.TestPyplotFigureWithSize() =
+        // Test figure method with size
+        let plt = Pyplot()
+        Assert.DoesNotThrow(fun () -> plt.figure((10.0, 6.0)))
+
+    [<Test>]
+    member _.TestPyplotPlotTensor() =
+        // Test plot method with tensor
+        let plt = Pyplot()
+        let data = FurnaceImage.tensor([1.0f; 2.0f; 3.0f; 2.0f; 1.0f])
+        Assert.DoesNotThrow(fun () -> plt.plot(data))
+
+    [<Test>]
+    member _.TestPyplotPlotTensorWithLabel() =
+        // Test plot method with tensor and label
+        let plt = Pyplot()
+        let data = FurnaceImage.tensor([1.0f; 2.0f; 3.0f])
+        Assert.DoesNotThrow(fun () -> plt.plot(data, label="test data"))
+
+    [<Test>]
+    member _.TestPyplotPlotTensorWithAlpha() =
+        // Test plot method with tensor and alpha
+        let plt = Pyplot()
+        let data = FurnaceImage.tensor([1.0f; 2.0f; 3.0f])
+        Assert.DoesNotThrow(fun () -> plt.plot(data, alpha=0.7))
+
+    [<Test>]
+    member _.TestPyplotPlotTensorWithLabelAndAlpha() =
+        // Test plot method with tensor, label and alpha
+        let plt = Pyplot()
+        let data = FurnaceImage.tensor([1.0f; 2.0f; 3.0f])
+        Assert.DoesNotThrow(fun () -> plt.plot(data, label="test", alpha=0.5))
+
+    [<Test>]
+    member _.TestPyplotPlotXYTensors() =
+        // Test plot method with x and y tensors
+        let plt = Pyplot()
+        let x = FurnaceImage.tensor([1.0f; 2.0f; 3.0f])
+        let y = FurnaceImage.tensor([2.0f; 4.0f; 6.0f])
+        Assert.DoesNotThrow(fun () -> plt.plot(x, y))
+
+    [<Test>]
+    member _.TestPyplotPlotXYTensorsWithLabel() =
+        // Test plot method with x, y tensors and label
+        let plt = Pyplot()
+        let x = FurnaceImage.tensor([1.0f; 2.0f; 3.0f])
+        let y = FurnaceImage.tensor([2.0f; 4.0f; 6.0f])
+        Assert.DoesNotThrow(fun () -> plt.plot(x, y, label="linear"))
+
+    [<Test>]
+    member _.TestPyplotPlotXYTensorsWithAlpha() =
+        // Test plot method with x, y tensors and alpha
+        let plt = Pyplot()
+        let x = FurnaceImage.tensor([1.0f; 2.0f; 3.0f])
+        let y = FurnaceImage.tensor([2.0f; 4.0f; 6.0f])
+        Assert.DoesNotThrow(fun () -> plt.plot(x, y, alpha=0.8))
+
+    [<Test>]
+    member _.TestPyplotPlotXYTensorsWithLabelAndAlpha() =
+        // Test plot method with x, y tensors, label and alpha
+        let plt = Pyplot()
+        let x = FurnaceImage.tensor([1.0f; 2.0f; 3.0f])
+        let y = FurnaceImage.tensor([2.0f; 4.0f; 6.0f])
+        Assert.DoesNotThrow(fun () -> plt.plot(x, y, label="data", alpha=0.6))
+
+    [<Test>]
+    member _.TestPyplotHistTensor() =
+        // Test hist method with tensor
+        let plt = Pyplot()
+        let data = FurnaceImage.randn([100])
+        Assert.DoesNotThrow(fun () -> plt.hist(data))
+
+    [<Test>]
+    member _.TestPyplotHistTensorWithBins() =
+        // Test hist method with tensor and bins
+        let plt = Pyplot()
+        let data = FurnaceImage.randn([50])
+        Assert.DoesNotThrow(fun () -> plt.hist(data, bins=20))
+
+    [<Test>]
+    member _.TestPyplotHistTensorWithLabel() =
+        // Test hist method with tensor and label
+        let plt = Pyplot()
+        let data = FurnaceImage.randn([30])
+        Assert.DoesNotThrow(fun () -> plt.hist(data, label="test data"))
+
+    [<Test>]
+    member _.TestPyplotHistTensorWithBinsAndLabel() =
+        // Test hist method with tensor, bins and label
+        let plt = Pyplot()
+        let data = FurnaceImage.randn([40])
+        Assert.DoesNotThrow(fun () -> plt.hist(data, bins=15, label="histogram"))
+
+    [<Test>]
+    member _.TestPyplotXlabelYlabel() =
+        // Test xlabel and ylabel methods
+        let plt = Pyplot()
+        Assert.DoesNotThrow(fun () -> plt.xlabel("X Axis"))
+        Assert.DoesNotThrow(fun () -> plt.ylabel("Y Axis"))
+
+    [<Test>]
+    member _.TestPyplotLegend() =
+        // Test legend method
+        let plt = Pyplot()
+        Assert.DoesNotThrow(fun () -> plt.legend())
+
+    [<Test>]
+    member _.TestPyplotTightLayout() =
+        // Test tightLayout method
+        let plt = Pyplot()
+        Assert.DoesNotThrow(fun () -> plt.tightLayout())
+
+    [<Test>]
+    member _.TestPyplotSavefig() =
+        // Test savefig method - should not throw but may print warning
+        let plt = Pyplot()
+        let tempFile = Path.GetTempFileName() + ".png"
+        Assert.DoesNotThrow(fun () -> plt.savefig(tempFile))
+
+    [<Test>]
+    member _.TestPyplotCompleteWorkflow() =
+        // Test complete plotting workflow
+        let plt = Pyplot()
+        let x = FurnaceImage.tensor([1.0f; 2.0f; 3.0f; 4.0f; 5.0f])
+        let y = FurnaceImage.tensor([1.0f; 4.0f; 9.0f; 16.0f; 25.0f])
+        
+        Assert.DoesNotThrow(fun () ->
+            plt.figure((8.0, 6.0))
+            plt.plot(x, y, label="quadratic", alpha=0.8)
+            plt.xlabel("X values")
+            plt.ylabel("Y values") 
+            plt.legend()
+            plt.tightLayout()
+            let tempFile = Path.GetTempFileName() + ".png"
+            plt.savefig(tempFile)
+        )
\ No newline at end of file