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✨ Add structural organization headers to 04_layers module
- Added ## 🔧 DEVELOPMENT section before Step 1 where development begins - Added ## 🤖 AUTO TESTING section before nbgrader block - Updated to ## 🎯 MODULE SUMMARY: Neural Network Layers Improves notebook organization without changing any code logic or content.
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@@ -139,6 +139,11 @@ Each layer transforms the representation to be more useful for the final task.
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3. **Integration**: How layers work with 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: Matrix Multiplication - The Engine of Neural Networks
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@@ -680,6 +685,11 @@ Time to test your implementation! This section uses TinyTorch's standardized tes
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**This testing section is locked** - it provides consistent feedback across all modules and cannot be modified.
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"""
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# %% [markdown]
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"""
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## 🤖 AUTO TESTING
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"""
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# %% nbgrader={"grade": false, "grade_id": "standardized-testing", "locked": true, "schema_version": 3, "solution": false, "task": false}
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# =============================================================================
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# STANDARDIZED MODULE TESTING - DO NOT MODIFY
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@@ -694,7 +704,7 @@ if __name__ == "__main__":
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# %% [markdown]
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"""
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## 🎯 Module Summary: Neural Network Layers Mastery!
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## 🎯 MODULE SUMMARY: Neural Network Layers
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Congratulations! You've successfully implemented the fundamental building blocks of neural networks:
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