exe.py

[
  "Write a Python implementation of basic gradient descent to find the minimum of a quadratic function.",
  "Implement batch gradient descent for linear regression from scratch using Python.",
  "Create a stochastic gradient descent algorithm in Python for optimizing a logistic regression model.",
  "Simulate annealing of the learning rate in gradient descent and plot the convergence over time.",
  "Design a Python function to compare the convergence speed of gradient descent with and without momentum.",
  "Implement gradient descent with early stopping using Python.",
  "Code a mini-batch gradient descent optimizer and test it on a small dataset.",
  "Write a Python function to check the gradients computed by a gradient descent algorithm.",
  "Experiment with different weight initializations and observe their impact on gradient descent optimization.",
  "Implement and visualize the optimization path of the Adam optimizer vs. vanilla gradient descent."
]