/Implementing-the-Perceptron-algorithm-and-Adaline-algorithm-from-scratch

This's our solution to task 4 in the Supervised Learning course taken during the 2023 second semester.

Primary LanguageJupyter Notebook

Implement the Perceptron algorithm and Adaline algorithm and draw the boundary line from scratch :-

The Perceptron and Adaline is one of the oldest and simplest learning classifiers out there.

What Adaline and the Perceptron have in common :-

  • they are classifiers for binary classification
  • both have a linear decision boundary
  • both can learn iteratively, sample by sample (the Perceptron naturally, and Adaline via stochastic gradient descent)
  • both use a threshold function