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Delve into gradient descent visualization, exemplifying its concepts with an example and its role in linear regression modeling

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Gradient Descent Visualization Project

Overview:

This repo aims to visually demonstrate the mechanics of gradient descent, a fundamental optimization algorithm widely used in machine learning. Through an example and application in linear regression, users can gain a deeper understanding of gradient descent's principles.

Features:

  • Custom Function Demonstration: Explore gradient descent's behavior with a customizable function, allowing users to observe its convergence path and optimization process.
  • Linear Regression Application: Witness gradient descent's application in linear regression, a classic example of utilizing optimization techniques to fit a model to data.

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Delve into gradient descent visualization, exemplifying its concepts with an example and its role in linear regression modeling

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