diff --git a/app/Http/Controllers/PerceptronController.php b/app/Http/Controllers/PerceptronController.php
index e8d54e3..9832c62 100644
--- a/app/Http/Controllers/PerceptronController.php
+++ b/app/Http/Controllers/PerceptronController.php
@@ -5,12 +5,14 @@ namespace App\Http\Controllers;
 use App\Events\PerceptronInitialization;
 use App\Models\GradientDescentPerceptronTraining;
 use App\Models\SimpleBinaryPerceptronTraining;
-use App\Services\DataSetReader;
-use App\Services\ISynapticWeightsProvider;
-use App\Services\PerceptronIterationEventBuffer;
-use App\Services\PerceptronLimitedEpochEventBuffer;
-use App\Services\ZeroSynapticWeights;
+use App\Services\DatasetReader\IDataSetReader;
+use App\Services\DatasetReader\LinearOrderDataSetReader;
+use App\Services\IterationEventBuffer\PerceptronIterationEventBuffer;
+use App\Services\IterationEventBuffer\PerceptronLimitedEpochEventBuffer;
+use App\Services\SynapticWeightsProvider\ISynapticWeightsProvider;
+use App\Services\SynapticWeightsProvider\ZeroSynapticWeights;
 use Illuminate\Http\Request;
+use Tests\Services\IterationEventBuffer\DullIterationEventBuffer;
 
 class PerceptronController extends Controller
 {
@@ -23,7 +25,7 @@ class PerceptronController extends Controller
 
         $learningRate = 0.01;
         $maxIterations = 200;
-        $minError = 0.6;
+        $minError = 0.1;
 
         switch ($perceptronType) {
             case 'simple':
@@ -53,7 +55,7 @@ class PerceptronController extends Controller
             if (pathinfo($file, PATHINFO_EXTENSION) === 'csv') {
                 $dataset = [];
                 $dataset['label'] = str_replace('.csv', '', $file);
-                $dataSetReader = new DataSetReader($dataSetsDirectory . '/' . $file);
+                $dataSetReader = new LinearOrderDataSetReader($dataSetsDirectory . '/' . $file);
                 $dataset['data'] = [];
                 switch (count($dataSetReader->lines[0])) {
                     case 3:
@@ -84,6 +86,7 @@ class PerceptronController extends Controller
                         switch ($perceptronType) {
                             case 'gradientdescent':
                                 $dataset['defaultLearningRate'] = 0.3;
+                                $dataset['defaultMinError'] = 0.125;
                                 break;
                         }
                         break;
@@ -94,7 +97,6 @@ class PerceptronController extends Controller
                                 break;
                             case 'gradientdescent':
                                 $dataset['defaultLearningRate'] = 0.001;
-                                $dataset['defaultMinError'] = 2.0;
                                 break;
                         }
                         break;
@@ -108,10 +110,10 @@ class PerceptronController extends Controller
         return $datasets;
     }
 
-    private function getDataSetReader(string $dataSet): DataSetReader
+    private function getDataSetReader(string $dataSet): IDataSetReader
     {
         $dataSetFileName = "data_sets/{$dataSet}.csv";
-        return new DataSetReader($dataSetFileName);
+        return new LinearOrderDataSetReader($dataSetFileName);
     }
 
     public function run(Request $request, ISynapticWeightsProvider $synapticWeightsProvider)
@@ -141,6 +143,16 @@ class PerceptronController extends Controller
         $networkTraining = match ($perceptronType) {
             'simple' => new SimpleBinaryPerceptronTraining($dataSetReader, $learningRate, $maxIterations, $synapticWeightsProvider, $iterationEventBuffer, $sessionId, $trainingId),
             'gradientdescent' => new GradientDescentPerceptronTraining($dataSetReader, $learningRate, $maxIterations, $synapticWeightsProvider, $iterationEventBuffer, $sessionId, $trainingId, $minError),
+            'gradientdescentTest' => new GradientDescentPerceptronTraining(
+                datasetReader: new LinearOrderDataSetReader(public_path('data_sets/logic_and_gradient.csv')),
+                learningRate: 0.2,
+                maxEpochs: 100,
+                synapticWeightsProvider: new ZeroSynapticWeights(),
+                iterationEventBuffer: $iterationEventBuffer,
+                sessionId: 'test-session',
+                trainingId: 'test-training',
+                minError: 0.125001,
+            ),
             default => null,
         };
 
diff --git a/app/Models/GradientDescentPerceptronTraining.php b/app/Models/GradientDescentPerceptronTraining.php
index 952df78..703aca0 100644
--- a/app/Models/GradientDescentPerceptronTraining.php
+++ b/app/Models/GradientDescentPerceptronTraining.php
@@ -3,10 +3,9 @@
 namespace App\Models;
 
 use App\Events\PerceptronTrainingEnded;
-use App\Services\DataSetReader;
-use App\Services\IPerceptronIterationEventBuffer;
-use App\Services\ISynapticWeightsProvider;
-use App\Services\PerceptronIterationEventBuffer;
+use App\Services\DatasetReader\IDataSetReader;
+use App\Services\IterationEventBuffer\IPerceptronIterationEventBuffer;
+use App\Services\SynapticWeightsProvider\ISynapticWeightsProvider;
 
 class GradientDescentPerceptronTraining extends NetworkTraining
 {
@@ -17,7 +16,7 @@ class GradientDescentPerceptronTraining extends NetworkTraining
     private float $epochError;
 
     public function __construct(
-        DataSetReader $datasetReader,
+        IDataSetReader $datasetReader,
         protected float $learningRate,
         int $maxEpochs,
         protected ISynapticWeightsProvider $synapticWeightsProvider,
@@ -38,7 +37,7 @@ class GradientDescentPerceptronTraining extends NetworkTraining
             $epochCorrectorPerWeight = [];
             $this->epoch++;
 
-            while ($nextRow = $this->datasetReader->getRandomLine()) {
+            while ($nextRow = $this->datasetReader->getNextLine()) {
                 $inputs = array_slice($nextRow, 0, -1);
                 $correctOutput = (float) end($nextRow);
 
@@ -89,4 +88,9 @@ class GradientDescentPerceptronTraining extends NetworkTraining
 
         return $error;
     }
+
+    public function getSynapticWeights(): array
+    {
+        return [[$this->perceptron->getSynapticWeights()]];
+    }
 }
diff --git a/app/Models/NetworkTraining.php b/app/Models/NetworkTraining.php
index 3f873a0..af13be2 100644
--- a/app/Models/NetworkTraining.php
+++ b/app/Models/NetworkTraining.php
@@ -3,8 +3,8 @@
 namespace App\Models;
 
 use App\Events\PerceptronTrainingEnded;
-use App\Services\DataSetReader;
-use App\Services\IPerceptronIterationEventBuffer;
+use App\Services\DatasetReader\IDataSetReader;
+use App\Services\IterationEventBuffer\IPerceptronIterationEventBuffer;
 
 abstract class NetworkTraining
 {
@@ -17,7 +17,7 @@ abstract class NetworkTraining
     public ActivationsFunctions $activationFunction;
 
     public function __construct(
-        protected DataSetReader $datasetReader,
+        protected IDataSetReader $datasetReader,
         protected int $maxEpochs,
         protected IPerceptronIterationEventBuffer $iterationEventBuffer,
         protected string $sessionId,
@@ -42,4 +42,11 @@ abstract class NetworkTraining
     protected function addIterationToBuffer(float $error, array $synapticWeights) {
         $this->iterationEventBuffer->addIteration($this->epoch, $this->datasetReader->getLastReadLineIndex(), $error, $synapticWeights);
     }
+
+    public function getEpoch(): int
+    {
+        return $this->epoch;
+    }
+
+    abstract public function getSynapticWeights(): array;
 }
diff --git a/app/Models/SimpleBinaryPerceptronTraining.php b/app/Models/SimpleBinaryPerceptronTraining.php
index 1570edb..d885f74 100644
--- a/app/Models/SimpleBinaryPerceptronTraining.php
+++ b/app/Models/SimpleBinaryPerceptronTraining.php
@@ -3,9 +3,9 @@
 namespace App\Models;
 
 use App\Events\PerceptronTrainingEnded;
-use App\Services\DataSetReader;
-use App\Services\IPerceptronIterationEventBuffer;
-use App\Services\ISynapticWeightsProvider;
+use App\Services\DatasetReader\IDataSetReader;
+use App\Services\IterationEventBuffer\IPerceptronIterationEventBuffer;
+use App\Services\SynapticWeightsProvider\ISynapticWeightsProvider;
 
 class SimpleBinaryPerceptronTraining extends NetworkTraining
 {
@@ -17,7 +17,7 @@ class SimpleBinaryPerceptronTraining extends NetworkTraining
     public const MIN_ERROR = 0;
 
     public function __construct(
-        DataSetReader $datasetReader,
+        IDataSetReader $datasetReader,
         protected float $learningRate,
         int $maxEpochs,
         protected ISynapticWeightsProvider $synapticWeightsProvider,
@@ -81,4 +81,9 @@ class SimpleBinaryPerceptronTraining extends NetworkTraining
         }
         return $error;
     }
+
+    public function getSynapticWeights(): array
+    {
+        return [[$this->perceptron->getSynapticWeights()]];
+    }
 }
diff --git a/app/Providers/InitialSynapticWeightsProvider.php b/app/Providers/InitialSynapticWeightsProvider.php
index 6dcb2e7..29b32cc 100644
--- a/app/Providers/InitialSynapticWeightsProvider.php
+++ b/app/Providers/InitialSynapticWeightsProvider.php
@@ -2,8 +2,8 @@
 
 namespace App\Providers;
 
-use App\Services\ISynapticWeightsProvider;
-use App\Services\RandomSynapticWeights;
+use App\Services\SynapticWeightsProvider\ISynapticWeightsProvider;
+use App\Services\SynapticWeightsProvider\RandomSynapticWeights;
 use Illuminate\Support\ServiceProvider;
 
 class InitialSynapticWeightsProvider extends ServiceProvider
diff --git a/app/Services/DatasetReader/IDataSetReader.php b/app/Services/DatasetReader/IDataSetReader.php
new file mode 100644
index 0000000..bd5316e
--- /dev/null
+++ b/app/Services/DatasetReader/IDataSetReader.php
@@ -0,0 +1,11 @@
+<?php
+
+namespace App\Services\DatasetReader;
+
+interface IDataSetReader {
+    public function getNextLine(): array | null;
+    public function getInputSize(): int;
+    public function reset(): void;
+    public function getLastReadLineIndex(): int;
+    public function getEpochExamplesCount(): int;
+}
diff --git a/app/Services/DatasetReader/LinearOrderDataSetReader.php b/app/Services/DatasetReader/LinearOrderDataSetReader.php
new file mode 100644
index 0000000..85d8154
--- /dev/null
+++ b/app/Services/DatasetReader/LinearOrderDataSetReader.php
@@ -0,0 +1,68 @@
+<?php
+
+namespace App\Services\DatasetReader;
+
+use App\Services\CsvReader;
+
+class LinearOrderDataSetReader implements IDataSetReader {
+    public array $lines = [];
+    private array $currentLines = [];
+
+    private int $lastReadLineIndex = -1;
+
+    public function __construct(
+        public string $filename,
+    ) {
+        // For now, we only support CSV files, so we can delegate to CsvReader
+        $csvReader = new CsvReader($filename);
+        $this->readEntireFile($csvReader);
+        $this->reset();
+    }
+
+    private function readEntireFile(CsvReader $reader): void
+    {
+        while ($line = $reader->readNextLine()) {
+            $newLine = [];
+            foreach ($line as $value) { // Transform to float
+                $newLine[] = (float) $value;
+            }
+
+            // if the dataset is for regression, we add a fake label of 0
+            if (count($newLine) === 2) {
+                $newLine[] = 0.0;
+            }
+
+            $this->lines[] = $newLine;
+        }
+    }
+
+    public function getNextLine(): array | null {
+        if (!isset($this->currentLines[0])) {
+            return null; // No more lines to read
+        }
+
+        $this->lastReadLineIndex = array_search($this->currentLines[0], $this->lines, true);
+
+        return array_shift($this->currentLines);
+    }
+
+    public function getInputSize(): int
+    {
+        return count($this->lines[0]) - 1; // Don't count the label
+    }
+
+    public function reset(): void
+    {
+        $this->currentLines = $this->lines;
+    }
+
+    public function getLastReadLineIndex(): int
+    {
+        return $this->lastReadLineIndex;
+    }
+
+    public function getEpochExamplesCount(): int
+    {
+        return count($this->lines);
+    }
+}
diff --git a/app/Services/DataSetReader.php b/app/Services/DatasetReader/RandomOrderDataSetReader.php
similarity index 81%
rename from app/Services/DataSetReader.php
rename to app/Services/DatasetReader/RandomOrderDataSetReader.php
index ddd93fd..eeaa748 100644
--- a/app/Services/DataSetReader.php
+++ b/app/Services/DatasetReader/RandomOrderDataSetReader.php
@@ -1,8 +1,10 @@
 <?php
 
-namespace App\Services;
+namespace App\Services\DatasetReader;
 
-class DataSetReader {
+use App\Services\CsvReader;
+
+class RandomOrderDataSetReaders implements IDataSetReader {
     public array $lines = [];
     private array $currentLines = [];
 
@@ -34,7 +36,7 @@ class DataSetReader {
         }
     }
 
-    public function getRandomLine(): array | null
+    public function getNextLine(): array | null
     {
         if (empty($this->currentLines)) {
             return null; // No more lines to read
@@ -51,16 +53,6 @@ class DataSetReader {
         return $randomLine;
     }
 
-    public function getNextLine(): array | null {
-        if (!isset($this->currentLines[0])) {
-            return null; // No more lines to read
-        }
-
-        $this->lastReadLineIndex = array_search($this->currentLines[0], $this->lines, true);
-        
-        return array_shift($this->currentLines);
-    }
-
     public function getInputSize(): int
     {
         return count($this->lines[0]) - 1; // Don't count the label
@@ -75,4 +67,9 @@ class DataSetReader {
     {
         return $this->lastReadLineIndex;
     }
+
+    public function getEpochExamplesCount(): int
+    {
+        return count($this->lines);
+    }
 }
diff --git a/app/Services/IPerceptronIterationEventBuffer.php b/app/Services/IterationEventBuffer/IPerceptronIterationEventBuffer.php
similarity index 82%
rename from app/Services/IPerceptronIterationEventBuffer.php
rename to app/Services/IterationEventBuffer/IPerceptronIterationEventBuffer.php
index ecc1de3..ea6c80d 100644
--- a/app/Services/IPerceptronIterationEventBuffer.php
+++ b/app/Services/IterationEventBuffer/IPerceptronIterationEventBuffer.php
@@ -1,6 +1,6 @@
 <?php
 
-namespace App\Services;
+namespace App\Services\IterationEventBuffer;
 
 interface IPerceptronIterationEventBuffer {
 
diff --git a/app/Services/PerceptronIterationEventBuffer.php b/app/Services/IterationEventBuffer/PerceptronIterationEventBuffer.php
similarity index 97%
rename from app/Services/PerceptronIterationEventBuffer.php
rename to app/Services/IterationEventBuffer/PerceptronIterationEventBuffer.php
index 2ffeb7f..87832cd 100644
--- a/app/Services/PerceptronIterationEventBuffer.php
+++ b/app/Services/IterationEventBuffer/PerceptronIterationEventBuffer.php
@@ -1,6 +1,6 @@
 <?php
 
-namespace App\Services;
+namespace App\Services\IterationEventBuffer;
 
 class PerceptronIterationEventBuffer implements IPerceptronIterationEventBuffer {
     private $data;
diff --git a/app/Services/PerceptronLimitedEpochEventBuffer.php b/app/Services/IterationEventBuffer/PerceptronLimitedEpochEventBuffer.php
similarity index 97%
rename from app/Services/PerceptronLimitedEpochEventBuffer.php
rename to app/Services/IterationEventBuffer/PerceptronLimitedEpochEventBuffer.php
index 1ce7f63..1efbe34 100644
--- a/app/Services/PerceptronLimitedEpochEventBuffer.php
+++ b/app/Services/IterationEventBuffer/PerceptronLimitedEpochEventBuffer.php
@@ -1,6 +1,6 @@
 <?php
 
-namespace App\Services;
+namespace App\Services\IterationEventBuffer;
 
 class PerceptronLimitedEpochEventBuffer implements IPerceptronIterationEventBuffer {
     private array $data;
diff --git a/app/Services/ISynapticWeightsProvider.php b/app/Services/SynapticWeightsProvider/ISynapticWeightsProvider.php
similarity index 67%
rename from app/Services/ISynapticWeightsProvider.php
rename to app/Services/SynapticWeightsProvider/ISynapticWeightsProvider.php
index f315f9f..6dab718 100644
--- a/app/Services/ISynapticWeightsProvider.php
+++ b/app/Services/SynapticWeightsProvider/ISynapticWeightsProvider.php
@@ -1,6 +1,6 @@
 <?php
 
-namespace App\Services;
+namespace App\Services\SynapticWeightsProvider;
 
 interface ISynapticWeightsProvider {
     public function generate(int $input_size): array;
diff --git a/app/Services/RandomSynapticWeights.php b/app/Services/SynapticWeightsProvider/RandomSynapticWeights.php
similarity index 88%
rename from app/Services/RandomSynapticWeights.php
rename to app/Services/SynapticWeightsProvider/RandomSynapticWeights.php
index 5991cd5..549aad8 100644
--- a/app/Services/RandomSynapticWeights.php
+++ b/app/Services/SynapticWeightsProvider/RandomSynapticWeights.php
@@ -1,6 +1,6 @@
 <?php
 
-namespace App\Services;
+namespace App\Services\SynapticWeightsProvider;
 
 class RandomSynapticWeights implements ISynapticWeightsProvider {
     public function generate(int $input_size): array
diff --git a/app/Services/ZeroSynapticWeights.php b/app/Services/SynapticWeightsProvider/ZeroSynapticWeights.php
similarity index 86%
rename from app/Services/ZeroSynapticWeights.php
rename to app/Services/SynapticWeightsProvider/ZeroSynapticWeights.php
index 1433b73..dc56865 100644
--- a/app/Services/ZeroSynapticWeights.php
+++ b/app/Services/SynapticWeightsProvider/ZeroSynapticWeights.php
@@ -1,6 +1,6 @@
 <?php
 
-namespace App\Services;
+namespace App\Services\SynapticWeightsProvider;
 
 class ZeroSynapticWeights implements ISynapticWeightsProvider {
     public function generate(int $input_size): array
diff --git a/tests/Services/IterationEventBuffer/DullIterationEventBuffer.php b/tests/Services/IterationEventBuffer/DullIterationEventBuffer.php
new file mode 100644
index 0000000..da6fd26
--- /dev/null
+++ b/tests/Services/IterationEventBuffer/DullIterationEventBuffer.php
@@ -0,0 +1,22 @@
+<?php
+
+namespace Tests\Services\IterationEventBuffer;
+
+use App\Services\IterationEventBuffer\IPerceptronIterationEventBuffer;
+
+class DullIterationEventBuffer implements IPerceptronIterationEventBuffer {
+
+    public function __construct(
+
+    ) {
+
+    }
+
+    public function flush(): void {
+        return;
+    }
+
+    public function addIteration(int $epoch, int $exampleIndex, float $error, array $synaptic_weights): void {
+        return;
+    }
+}
diff --git a/tests/Unit/Training/GradientDescentPerceptronTest.php b/tests/Unit/Training/GradientDescentPerceptronTest.php
new file mode 100644
index 0000000..bdd6688
--- /dev/null
+++ b/tests/Unit/Training/GradientDescentPerceptronTest.php
@@ -0,0 +1,32 @@
+<?php
+
+namespace Tests\Unit\Training;
+
+use App\Models\GradientDescentPerceptronTraining;
+use App\Services\DatasetReader\LinearOrderDataSetReader;
+use Tests\Services\IterationEventBuffer\DullIterationEventBuffer;
+use App\Services\SynapticWeightsProvider\ZeroSynapticWeights;
+
+class GradientDescentPerceptronTest extends TrainingTestCase
+{
+
+    public function test_simple_perceptron_training_logic_and()
+    {
+        $training = new GradientDescentPerceptronTraining(
+            datasetReader: new LinearOrderDataSetReader(public_path('data_sets/logic_and_gradient.csv')),
+            learningRate: 0.2,
+            maxEpochs: 100,
+            synapticWeightsProvider: new ZeroSynapticWeights(),
+            iterationEventBuffer: new DullIterationEventBuffer(),
+            sessionId: 'test-session',
+            trainingId: 'test-training',
+            minError: 0.125001,
+        );
+
+        $this->verifyTrainingResults(
+            training: $training,
+            expectedWeights: [[[-1.497898, 0.998228, 0.998228]]],
+            expectedEpochs: 49
+        );
+    }
+}
diff --git a/tests/Unit/Training/SimplePerceptronTest.php b/tests/Unit/Training/SimplePerceptronTest.php
new file mode 100644
index 0000000..4f838c0
--- /dev/null
+++ b/tests/Unit/Training/SimplePerceptronTest.php
@@ -0,0 +1,31 @@
+<?php
+
+namespace Tests\Unit\Training;
+
+use App\Models\SimpleBinaryPerceptronTraining;
+use App\Services\DatasetReader\LinearOrderDataSetReader;
+use Tests\Services\IterationEventBuffer\DullIterationEventBuffer;
+use App\Services\SynapticWeightsProvider\ZeroSynapticWeights;
+
+class SimplePerceptronTest extends TrainingTestCase
+{
+
+    public function test_simple_perceptron_training_logic_and()
+    {
+        $training = new SimpleBinaryPerceptronTraining(
+            datasetReader: new LinearOrderDataSetReader(public_path('data_sets/logic_and.csv')),
+            learningRate: 1.0,
+            maxEpochs: 100,
+            synapticWeightsProvider: new ZeroSynapticWeights(),
+            iterationEventBuffer: new DullIterationEventBuffer(),
+            sessionId: 'test-session',
+            trainingId: 'test-training',
+        );
+
+        $this->verifyTrainingResults(
+            training: $training,
+            expectedWeights: [[[-3.0, 2.0, 1.0]]],
+            expectedEpochs: 6
+        );
+    }
+}
diff --git a/tests/Unit/Training/TrainingTestCase.php b/tests/Unit/Training/TrainingTestCase.php
new file mode 100644
index 0000000..7f3c6ed
--- /dev/null
+++ b/tests/Unit/Training/TrainingTestCase.php
@@ -0,0 +1,25 @@
+<?php
+
+namespace Tests\Unit\Training;
+
+use App\Models\NetworkTraining;
+use Tests\TestCase;
+
+class TrainingTestCase extends TestCase
+{
+    public const MARGIN_OF_ERROR = 0.001;
+
+    public function verifyTrainingResults(NetworkTraining $training, array $expectedWeights, int $expectedEpochs): void
+    {
+        $training->start();
+
+
+        // Assert that the final synaptic weights are as expected withing the margin of error
+        $finalWeights = $training->getSynapticWeights();
+        $this->assertEqualsWithDelta($expectedWeights, $finalWeights, self::MARGIN_OF_ERROR, "Final synaptic weights do not match expected values.");
+
+        // Assert that the number of epochs taken is as expected
+        $this->assertEquals($expectedEpochs, $training->getEpoch(), "Expected training to take $expectedEpochs epochs, but it took {$training->getEpoch()} epochs.");
+    }
+
+}