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.
This commit is contained in:
Vijay Janapa Reddi
2025-07-20 09:56:48 -04:00
parent d5656614a7
commit e9371e2182

View File

@@ -139,6 +139,11 @@ Each layer transforms the representation to be more useful for the final task.
3. **Integration**: How layers work with activations and tensors
"""
# %% [markdown]
"""
## 🔧 DEVELOPMENT
"""
# %% [markdown]
"""
## Step 1: Matrix Multiplication - The Engine of Neural Networks
@@ -680,6 +685,11 @@ Time to test your implementation! This section uses TinyTorch's standardized tes
**This testing section is locked** - it provides consistent feedback across all modules and cannot be modified.
"""
# %% [markdown]
"""
## 🤖 AUTO TESTING
"""
# %% nbgrader={"grade": false, "grade_id": "standardized-testing", "locked": true, "schema_version": 3, "solution": false, "task": false}
# =============================================================================
# STANDARDIZED MODULE TESTING - DO NOT MODIFY
@@ -694,7 +704,7 @@ if __name__ == "__main__":
# %% [markdown]
"""
## 🎯 Module Summary: Neural Network Layers Mastery!
## 🎯 MODULE SUMMARY: Neural Network Layers
Congratulations! You've successfully implemented the fundamental building blocks of neural networks: