Neural Networks in Python Download Materials

Greetings

Welcome to the data repository for the Neural Networks in Python course.

Please find the source code and download the datasets and other supplementary materials below. Enjoy!

Section 1: Introduction

• Neural Networks in Python slides

Section 2: Single layer perceptron

• Google Colab – Perceptron Implemention 1
• Google Colab – Perceptron Implemention 2
• Google Colab – Perceptron AND operator
• Google Colab – Perceptron OR operator
• Google Colab – Perceptron XOR operator
• Google Colab – Salary Increase Homework Solution
• Additional Reading Materials

Section 3: Multilayer perceptron

• Google Colab – Multi-layer perceptron
• Google Colab – Multi-layer perceptron Iris
• Homework Dataset
• Google Colab – Credit Data Homework Solution

Section 4: Libraries for neural networks

• Google Colab – Pybrain 1
• Google Colab – Pybrain 2
• Google Colab – Pybrain Iris Homework Solution
• Google Colab – Sklearn 1 (classification)
• Google Colab – Sklearn 2 (regression)
• Google Colab – Wine Classification Homework Solution
• Google Colab – TensorFlow for image classification
• Google Colab – Fashion MNIST Homework Solution
• Google Colab – PyTorch for cancer classification
• Homework – Diabetes Dataset
• Google Colab – Diabetes Homework Solution