/UoB.AI

Artificial Intelligence Library for University of Birmingham B.Sc.

Primary LanguageC#

Artificial Intelligence Library for University of Birmingham B.Sc.

This project is currently under construction.

.NET
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