The Perceptron Bouncer

🎯 Objectives

• Create a simple perceptron model
• Train the model with data
• Make predictions using the model

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📜 Overview

The Perceptron Bouncer

You have been working in security at The North & Coders, one of the premier pubs in the city.

Unfortunately, the pub has been having problems with unruly customers:

• Making excessive noise
• Smashing glasses
• Disturbing local residents
• And worst of all... suspected of writing JavaScript on the premises 😱

The manager has decided enough is enough.
Your task today is to write a Perceptron-based neural network that can identify unruly customers as they arrive.

⚠️ Yes, detecting crime before it happens is a morally-concerning idea in real life. But we're just having fun with machine learning here, so let's not overthink the story!

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📝 Tasks

1. Setup the Project

Prepare the project structure, create the necessary Python files, and install dependencies.

2. Perceptron Class Constructor

3. Setup Training Data

4. Perceptron Activation Function

5. Perceptron Prediction Functions

6. Perceptron Training Function

7. Perceptron Training Tests

8. Barring Customers

9. CLI Playground

10. Extensions