Perceptron (Perception Neuron) From Scratch

I test it on 3 datasets:

• Abalone
• Boston House Price
• Employee's Salary

Install Dependencies:

pip install -r requirements.txt

Employee's salary 💵

I made a linear dataset using scikit-learn library:

• with 100 samples of employees
• I made a years of experience range form 0 to 20
• I made a salary range form 20000 to 150000

First try with 3 epochs:

Best try with 20 epochs:

Abalone 🐚

First try with 5 epochs:

Best try with 20 epochs: