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Add Linear Regression from Scratch using Gradient Descent #13

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@Sujit224

Hi @afizs
I’d like to contribute a small Linear Regression from Scratch example that demonstrates how Gradient Descent works step-by-step — purely in Python (no ML libraries).
The notebook will include clear explanations, plots, and math derivations — all in a beginner-friendly way.
Would this addition fit within the scope of this repository?

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