Issue 3 — [Docs] Add Example Notebooks in examples/

[leenathomas01]

[Docs] Add Example Notebooks in examples/

📌 Motivation

Interactive examples help new users understand the toolkit quickly.
Jupyter notebooks also enable reproducible benchmarking and visualization.

🎯 Goal

• Create an examples/ folder
• Add Jupyter notebooks demonstrating:
  • Running the FxLMS prototype
  • Plotting convergence curves
  • Benchmarking SINR improvement
• Keep dependencies minimal (numpy, matplotlib)

💡 Potential Approaches

• Start with one notebook: 01_basic_demo.ipynb
• Use simple synthetic signals for illustration
• Add visualizations (before vs. after cancellation)

✅ Expected Outcomes

• At least one working notebook in examples/
• Visual plots that match the README performance highlights

[leenathomas01]

Yes! Examples will be key for adoption 📊
I imagine the first notebook: 01_basic_demo.ipynb showing cancellation performance with simple plots.
Contributors, feel free to share draft notebooks and we’ll polish them together!