Data Science - Perceptron

For more information, you can check this Repository in my Github.

It is my individual project. The perceptron is a simple neural network algorithm used for binary classification, which receives one or more inputs and produces a single output based on a weighted sum of the inputs. It has applications in various fields, such as image recognition and natural language processing. The project utilizes Python and several libraries such as pandas and NumPy.

The standalone .py file including

1. implement a binary Perceptron

2. read and train train.data and discriminate between:
   • class 1 and class 2
   • class 2 and class 3
   • class 1 and class 3
3. Add L2-regularisation

Here is a demo for running result: