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✨ Add structural organization headers to 05_dense module
- Added ## 🔧 DEVELOPMENT section before Step 1 where development begins - Added ## 🤖 AUTO TESTING section before auto testing block - Updated to ## 🎯 MODULE SUMMARY: Neural Network Architectures Improves notebook organization without changing any code logic or content.
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@@ -104,6 +104,11 @@ from tinytorch.core.tensor import Tensor # Foundation
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- **Integration:** Works seamlessly with layers, activations, and tensors
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"""
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# %% [markdown]
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"""
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## 🔧 DEVELOPMENT
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"""
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# %% [markdown]
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"""
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## Step 1: Understanding Neural Networks as Function Composition
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@@ -637,8 +642,8 @@ try:
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print("✅ All network architectures work correctly")
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# Plot the architectures if not in test mode
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plot_network_architectures()
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# Plot the architectures if not in test mode
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plot_network_architectures()
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except Exception as e:
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print(f"❌ Architecture test failed: {e}")
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@@ -947,6 +952,12 @@ def test_module_full_network_forward_pass():
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assert output_tensor.shape == (5, 2), f"Expected output shape (5, 2), but got {output_tensor.shape}"
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print("✅ Integration Test Passed: Full network forward pass is successful.")
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# %% [markdown]
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"""
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## 🤖 AUTO TESTING
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"""
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# %%
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if __name__ == "__main__":
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test_module_full_network_forward_pass()
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from tito.tools.testing import run_module_tests_auto
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@@ -956,7 +967,7 @@ if __name__ == "__main__":
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# %% [markdown]
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"""
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## 🎯 Module Summary: Neural Network Architectures Mastery!
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## 🎯 MODULE SUMMARY: Neural Network Architectures
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Congratulations! You've successfully implemented complete neural network architectures:
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