From 02ff50cfa64e8df8b2c22dc154a34c80f4865ca3 Mon Sep 17 00:00:00 2001 From: Vijay Janapa Reddi Date: Sun, 20 Jul 2025 10:11:44 -0400 Subject: [PATCH] =?UTF-8?q?=E2=9C=A8=20Add=20structural=20organization=20h?= =?UTF-8?q?eaders=20to=2015=5Fmlops=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: MLOps Production Systems Improves notebook organization without changing any code logic or content. --- modules/source/15_mlops/mlops_dev.py | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/modules/source/15_mlops/mlops_dev.py b/modules/source/15_mlops/mlops_dev.py index 58db9638..331a1cbb 100644 --- a/modules/source/15_mlops/mlops_dev.py +++ b/modules/source/15_mlops/mlops_dev.py @@ -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: