diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..40c444f
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,91 @@
+# Python
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# Virtual Environments
+venv/
+env/
+ENV/
+.venv/
+.env
+
+# Testing
+.pytest_cache/
+.coverage
+htmlcov/
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.tox/
+nosetests.xml
+coverage/
+*.log
+
+# Claude
+.claude/*
+
+# IDE
+.idea/
+.vscode/
+*.swp
+*.swo
+*~
+.project
+.pydevproject
+.settings/
+*.sublime-project
+*.sublime-workspace
+
+# OS
+.DS_Store
+Thumbs.db
+ehthumbs.db
+Desktop.ini
+
+# Package managers
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Documentation
+docs/_build/
+.doctrees/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Local development
+local/
+.local/
+tmp/
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..4dfaccc
--- /dev/null
+++ b/poetry.lock
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+
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+groups = ["dev"]
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+
+[[package]]
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+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
+files = [
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+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
+[metadata]
+lock-version = "2.1"
+python-versions = "^3.8"
+content-hash = "5c42bfd71c382b782b97b15aaf6238df10ea2d08a7fa2885a135d2c6248fedda"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..51c2f90
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,87 @@
+[tool.poetry]
+name = "pygad-cnn"
+version = "0.1.0"
+description = "A Python library for building Convolutional Neural Networks from scratch using NumPy"
+authors = ["Your Name <you@example.com>"]
+readme = "README.md"
+packages = [{include = "*.py"}]
+
+[tool.poetry.dependencies]
+python = "^3.8"
+pygad = "*"
+numpy = "*"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.4.0"
+pytest-cov = "^4.1.0"
+pytest-mock = "^3.11.0"
+
+[tool.poetry.scripts]
+test = "pytest:main"
+tests = "pytest:main"
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+python_files = ["test_*.py", "*_test.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+addopts = [
+    "--strict-markers",
+    "--verbose",
+    "-ra",
+    "--cov=.",
+    "--cov-report=html",
+    "--cov-report=xml",
+    "--cov-report=term-missing",
+    "--cov-fail-under=80",
+]
+markers = [
+    "unit: Unit tests",
+    "integration: Integration tests",
+    "slow: Slow tests",
+]
+filterwarnings = [
+    "error",
+    "ignore::UserWarning",
+    "ignore::DeprecationWarning",
+]
+
+[tool.coverage.run]
+source = ["."]
+omit = [
+    "*/tests/*",
+    "*/test_*",
+    "*/__pycache__/*",
+    "*/venv/*",
+    "*/env/*",
+    "*/.venv/*",
+    "*/setup.py",
+    "*/conftest.py",
+    "example.py",
+    "TutorialProject/*",
+]
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "if self.debug:",
+    "if __name__ == .__main__.:",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if 0:",
+    "if False:",
+    "pass",
+]
+show_missing = true
+precision = 2
+
+[tool.coverage.html]
+directory = "htmlcov"
+
+[tool.coverage.xml]
+output = "coverage.xml"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..50718e2
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,91 @@
+import pytest
+import tempfile
+import shutil
+import numpy as np
+from pathlib import Path
+
+
+@pytest.fixture
+def temp_dir():
+    """Create a temporary directory for test files."""
+    temp_path = tempfile.mkdtemp()
+    yield Path(temp_path)
+    shutil.rmtree(temp_path)
+
+
+@pytest.fixture
+def sample_input_data():
+    """Create sample input data for CNN testing."""
+    return np.random.rand(10, 28, 28, 1).astype(np.float32)
+
+
+@pytest.fixture
+def sample_output_data():
+    """Create sample output labels for CNN testing."""
+    return np.eye(10)[np.random.randint(0, 10, 10)]
+
+
+@pytest.fixture
+def mock_config():
+    """Provide a mock configuration dictionary."""
+    return {
+        "learning_rate": 0.01,
+        "batch_size": 32,
+        "epochs": 10,
+        "activation": "relu",
+    }
+
+
+@pytest.fixture
+def sample_conv_layer():
+    """Create a sample convolutional layer configuration."""
+    return {
+        "num_filters": 32,
+        "filter_size": 3,
+        "stride": 1,
+        "padding": 1,
+    }
+
+
+@pytest.fixture
+def sample_pool_layer():
+    """Create a sample pooling layer configuration."""
+    return {
+        "pool_size": 2,
+        "stride": 2,
+        "mode": "max",
+    }
+
+
+@pytest.fixture(autouse=True)
+def reset_random_seed():
+    """Reset random seed before each test for reproducibility."""
+    np.random.seed(42)
+
+
+@pytest.fixture
+def capture_stdout(monkeypatch):
+    """Capture stdout for testing print statements."""
+    import io
+    import sys
+    
+    captured_output = io.StringIO()
+    monkeypatch.setattr(sys, 'stdout', captured_output)
+    
+    yield captured_output
+    
+    captured_output.close()
+
+
+@pytest.fixture
+def mock_file_operations(mocker):
+    """Mock file I/O operations."""
+    mock_open = mocker.mock_open()
+    mocker.patch('builtins.open', mock_open)
+    return mock_open
+
+
+@pytest.fixture(scope="session")
+def test_data_dir():
+    """Path to test data directory."""
+    return Path(__file__).parent / "test_data"
\ No newline at end of file
diff --git a/tests/integration/__init__.py b/tests/integration/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/test_setup_validation.py b/tests/test_setup_validation.py
new file mode 100644
index 0000000..5a693cb
--- /dev/null
+++ b/tests/test_setup_validation.py
@@ -0,0 +1,88 @@
+import pytest
+import numpy as np
+from pathlib import Path
+
+
+class TestSetupValidation:
+    """Validation tests to ensure the testing infrastructure is properly configured."""
+    
+    def test_pytest_is_installed(self):
+        """Verify pytest is installed and accessible."""
+        assert pytest.__version__
+    
+    def test_fixtures_are_available(self, temp_dir, sample_input_data, mock_config):
+        """Verify that custom fixtures from conftest.py are available."""
+        assert isinstance(temp_dir, Path)
+        assert temp_dir.exists()
+        
+        assert isinstance(sample_input_data, np.ndarray)
+        assert sample_input_data.shape == (10, 28, 28, 1)
+        
+        assert isinstance(mock_config, dict)
+        assert "learning_rate" in mock_config
+    
+    @pytest.mark.unit
+    def test_unit_marker_works(self):
+        """Verify that the unit test marker is properly configured."""
+        assert True
+    
+    @pytest.mark.integration
+    def test_integration_marker_works(self):
+        """Verify that the integration test marker is properly configured."""
+        assert True
+    
+    @pytest.mark.slow
+    def test_slow_marker_works(self):
+        """Verify that the slow test marker is properly configured."""
+        import time
+        time.sleep(0.1)
+        assert True
+    
+    def test_coverage_is_tracked(self):
+        """Verify that coverage tracking is working."""
+        def dummy_function(x):
+            if x > 0:
+                return x * 2
+            else:
+                return 0
+        
+        assert dummy_function(5) == 10
+        assert dummy_function(-5) == 0
+    
+    def test_mocking_works(self, mocker):
+        """Verify that pytest-mock is properly installed and working."""
+        mock_func = mocker.Mock(return_value=42)
+        assert mock_func() == 42
+        mock_func.assert_called_once()
+    
+    def test_numpy_random_seed_is_reset(self):
+        """Verify that the random seed fixture is working."""
+        random_value_1 = np.random.rand()
+        
+        # This should be the same value if the seed is properly reset
+        expected_value = 0.3745401188473625
+        assert abs(random_value_1 - expected_value) < 1e-10
+    
+    def test_project_structure(self):
+        """Verify the expected project structure exists."""
+        project_root = Path(__file__).parent.parent
+        
+        assert (project_root / "pyproject.toml").exists()
+        assert (project_root / "tests").is_dir()
+        assert (project_root / "tests" / "__init__.py").exists()
+        assert (project_root / "tests" / "unit").is_dir()
+        assert (project_root / "tests" / "integration").is_dir()
+        assert (project_root / "tests" / "conftest.py").exists()
+    
+    def test_main_module_is_importable(self):
+        """Verify that the main CNN module can be imported."""
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent))
+        
+        try:
+            import cnn
+            assert hasattr(cnn, 'sigmoid')
+            assert hasattr(cnn, 'relu')
+            assert hasattr(cnn, 'softmax')
+        finally:
+            sys.path.pop(0)
\ No newline at end of file
diff --git a/tests/unit/__init__.py b/tests/unit/__init__.py
new file mode 100644
index 0000000..e69de29