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✨ Add structural organization headers to 13_kernels module
- Added ## 🔧 DEVELOPMENT section before Step 1 where development begins - Added ## 🤖 AUTO TESTING section before nbgrader block - Updated to ## 🎯 MODULE SUMMARY: Hardware-Optimized Operations Improves notebook organization without changing any code logic or content.
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@@ -175,6 +175,11 @@ GPU kernels: 1000x speed (massive parallelism)
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Let's build the optimizations that power modern AI!
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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: Custom Operations - Beyond NumPy
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@@ -1387,6 +1392,11 @@ 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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@@ -1411,7 +1421,7 @@ if __name__ == "__main__":
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# %% [markdown]
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"""
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## 🎯 Module Summary: Hardware-Optimized ML Operations
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## 🎯 MODULE SUMMARY: Hardware-Optimized Operations
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### What You've Built
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You've implemented a complete set of hardware-optimized ML kernels:
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