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Linear Models

This notebook explores linear models, particularly focusing on gradient descent techniques for regression.

Dependencies

This notebook requires the following Python libraries:

from sklearn.linear_model import LinearRegression
from sklearn.linear_model import SGDRegressor
import matplotlib.pyplot as plt
import numpy as np

Contents

• Batch Gradient Descent: Implementation and visualization of batch gradient descent for linear regression.

Usage

To use this notebook, open it in Jupyter Notebook or Jupyter Lab and run the cells in order.