Add structural organization headers to 15_mlops module

- Added ## 🔧 DEVELOPMENT section before Step 1 where development begins
- Added ## 🤖 AUTO TESTING section before nbgrader block
- Updated to ## 🎯 MODULE SUMMARY: MLOps Production Systems

Improves notebook organization without changing any code logic or content.
This commit is contained in:
Vijay Janapa Reddi
2025-07-20 10:11:44 -04:00
parent c3a873fe5c
commit 02ff50cfa6

View File

@@ -157,6 +157,11 @@ Data → Training → Compression → Kernels → Benchmarking → Monitor → D
MLOps closes this loop, creating **self-maintaining systems**.
"""
# %% [markdown]
"""
## 🔧 DEVELOPMENT
"""
# %% [markdown]
"""
## Step 1: Performance Drift Monitor - Tracking Model Health
@@ -1621,6 +1626,11 @@ 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
@@ -1635,7 +1645,7 @@ if __name__ == "__main__":
# %% [markdown]
"""
## 🎯 Module Summary: MLOps Production Systems
## 🎯 MODULE SUMMARY: MLOps Production Systems
Congratulations! You've successfully implemented a complete MLOps system for production ML lifecycle management: