From e9371e218266f9eb2300a7cdc88cd3d34bad1071 Mon Sep 17 00:00:00 2001 From: Vijay Janapa Reddi Date: Sun, 20 Jul 2025 09:56:48 -0400 Subject: [PATCH] =?UTF-8?q?=E2=9C=A8=20Add=20structural=20organization=20h?= =?UTF-8?q?eaders=20to=2004=5Flayers=20module?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - 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. --- modules/source/04_layers/layers_dev.py | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/modules/source/04_layers/layers_dev.py b/modules/source/04_layers/layers_dev.py index ca4067f3..f6a34ba1 100644 --- a/modules/source/04_layers/layers_dev.py +++ b/modules/source/04_layers/layers_dev.py @@ -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: