From 04f00a8f54166d4d9807b9e3b3f47bf7f71ab48f Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Mon, 28 Apr 2025 13:42:15 -0600
Subject: [PATCH 1/4] pipeline update-md-date

---
 .github/workflows/update-md-date.yml | 41 ++++++++++++++++++++++++++++
 1 file changed, 41 insertions(+)
 create mode 100644 .github/workflows/update-md-date.yml

diff --git a/.github/workflows/update-md-date.yml b/.github/workflows/update-md-date.yml
new file mode 100644
index 0000000..96dc9d7
--- /dev/null
+++ b/.github/workflows/update-md-date.yml
@@ -0,0 +1,41 @@
+name: Update Last Modified Date
+
+on:
+  pull_request:
+    branches:
+      - main
+
+permissions:
+  contents: write
+
+jobs:
+  update-date:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.x'
+
+      - name: Install dependencies
+        run: pip install python-dateutil
+
+      - name: Configure Git 
+        run: |
+          git config --global user.email "github-actions[bot]@users.noreply.github.com"
+          git config --global user.name "github-actions[bot]"
+
+      - name: Update last modified date in Markdown files
+        run: python .github/workflows/update_date.py
+
+      - name: Commit changes
+        run: |
+          git add -A
+          git commit -m "Update last modified date in Markdown files" || echo "No changes to commit"
+          git push origin HEAD:${{ github.event.pull_request.head.ref }}

From 60f8993a213ac05831d08ab509c23c01fa27e8d7 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Mon, 28 Apr 2025 14:00:11 -0600
Subject: [PATCH 2/4] in progress 1%

---
 README.md | 19 +++++++++++++++++--
 1 file changed, 17 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c5b1a47..cedf602 100644
--- a/README.md
+++ b/README.md
@@ -20,14 +20,29 @@ Last updated: 2025-02-21
 
 </details>
 
+## Workspace 
+
+## Authoring
+
+## Assets
+
+## Manage
+
+| Compute Type         | Description | Purpose | Ideal Use Cases | Key Features |
+|----------------------|-------------|---------|------------------|---------------|
+| **Compute Instances** | Preconfigured VMs (CPU/GPU) with tools like VS Code, JupyterLab, and RStudio. | Interactive development and experimentation. | Data exploration, model prototyping, debugging. | Auto-shutdown, integrated notebooks, preinstalled ML frameworks. |
+| **Compute Clusters**  | Scalable clusters that auto-scale based on workload. Supports both CPU and GPU nodes. | Distributed training and batch inference. | Training large models, running parallel experiments. | Autoscaling, cost control, reusable across users. |
+| **Kubernetes Clusters** | Includes AKS and attached Kubernetes clusters for production-grade deployments. | Real-time inference and scalable deployment. | Hosting REST endpoints, high-availability inference. | Load balancing, autoscaling, secure networking. |
+| **Attached Compute** | External compute resources manually connected to Azure ML. | Leverage existing infrastructure. | Using Azure VMs, Databricks, or on-prem compute. | Flexibility, hybrid cloud support, reuse of existing resources. |
+| **Serverless Instances** | Lightweight, on-demand compute (e.g., Azure Container Instances). | Quick testing and low-scale inference. | Temporary model deployment, dev/test environments. | No infrastructure management, fast startup, cost-effective. |
+
+
 
 <div align="center">
   <img src="" alt="Centered Image" style="border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>
 </div>
 
 
-
-
 <div align="center">
   <h3 style="color: #4CAF50;">Total Visitors</h3>
   <img src="https://profile-counter.glitch.me/brown9804/count.svg" alt="Visitor Count" style="border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>

From 0e2243987ed7dd767775e14a01c6ea0044592dad Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Mon, 28 Apr 2025 14:06:47 -0600
Subject: [PATCH 3/4] format


From 2606bec01e10802cc0282eb8448d929a7916f02c Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Mon, 28 Apr 2025 14:07:47 -0600
Subject: [PATCH 4/4] + README.md

---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index cedf602..279d557 100644
--- a/README.md
+++ b/README.md
@@ -37,7 +37,6 @@ Last updated: 2025-02-21
 | **Serverless Instances** | Lightweight, on-demand compute (e.g., Azure Container Instances). | Quick testing and low-scale inference. | Temporary model deployment, dev/test environments. | No infrastructure management, fast startup, cost-effective. |
 
 
-
 <div align="center">
   <img src="" alt="Centered Image" style="border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>
 </div>