Artificial Intelligence Library for University of Birmingham B.Sc.

This project is currently under construction.

This module contains the essential methods which are presented by the Module 06-34238 (2021) Artificial Intelligence 1 Level 1/C of the University of Birmingham.

The solution contains:

• Method
  • Regression
    • 2D Linear Regression
  • Classification
    • K-Means
    • k-Nearest Neighbour
• Function
  • Activation func.
    • Sigmoid
    • Heaviside Step
    • Tanh/Hyperbolic
  • Distribution func.
    • Bernoulli
    • Binomial
    • Normal
  • Distance func.
    • Euclidean
    • Minkowski
    • Manhattan
    • Chebyshev
  • Cost func.
    • MSE/L2 Loss/Squared Loss
    • Cross Entropy
• Algorithms
  • Gradient Descent