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May 19, 2025
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chore: add ML project descriptions #7

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25 changes: 23 additions & 2 deletions README.md
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[![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

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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).