From 5aac33016760cdf5ff1ca3f8ab2f50da5ecafe66 Mon Sep 17 00:00:00 2001
From: 100stacks <100stacks@users.noreply.github.com>
Date: Mon, 19 May 2025 14:41:59 -0400
Subject: [PATCH] chore: content updates

---
 README.md | 25 +++++++++++++++++++++++--
 1 file changed, 23 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index e43e19b..084715f 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,29 @@
+[![Netlify Status](https://api.netlify.com/api/v1/badges/960fe5e0-232d-4e10-aae3-136b7f490ae7/deploy-status)](https://app.netlify.com/projects/nbprojects/deploys)
+
 [![lite-badge](https://jupyterlite.rtfd.io/en/latest/_static/badge.svg)](https://jupyterlite.github.io/demo)
 
 # Machine Learning Projects
 
-This repo contains a sampling of Python Jupyter notebooks I write about on my website. I am using the amazing [JupyterLite](https://github.com/jupyterlite/jupyterlite) to host browser-based interactive Jupyter notebooks.
+This repo contains a sampling of my Python Jupyter ML notebooks that I write about on my website.
+
+- **Predicting Customer Churn:**
+  - Project writeup - https://aiengineer.work/projects/predict-churn
+  - Notebook - https://github.com/100stacks/ml-projects/blob/main/content/predict_customer_churn.ipynb
+- **Optimizing Customer Support Operations:**
+  - Project writeup - https://aiengineer.work/projects/customer-support
+  - Notebook - https://github.com/100stacks/ml-projects/blob/main/content/customer_support_nlp.ipynb
+- **DeepSeek R1 GRPO Explained:**
+  - Project writeup - https://aiengineer.work/projects/deepseek
+  - Notebook - https://github.com/100stacks/ml-projects/blob/main/content/deepseek-r1_unsloth_grpo.ipynb
+
+**All notebooks are deployed to my website and GitHub Pages.**
+
+- Website deployment: https://ml.aiengineer.work/lab/index.html
+- GitHub Pages deployment: https://100stacks.github.io/ml-projects/lab/index.html
+
+---
+
+I am using the amazing [JupyterLite](https://github.com/jupyterlite/jupyterlite) to host browser-based interactive Jupyter notebooks.
 
 > NOTE: The interactive notebook session is using your device resources and local storage, so
-> this is different from using an online colab site, such as, DeepNote - https://deepnote.com or Google Colab - https://colab.google.
+> this is different from using an online colab site, such as, [DeepNote](https://deepnote.com) or [Google Colab](https://colab.google).