Neural Network '25

This repo houses our tasks and project for Neural Networks '25 course at FCIS, Ain Shams University. The code is available as well as the reports documenting our results.

Task 1: Perceptron and Adaline

• Implementing two neural network models: Perceptron and Adaline.
• Report: Link

Task 2: Backpropagation

• Implementing backpropagation training algorithm for a neural network consisting of the previously implemented Perceptron and Adaline.
• Report: Link

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Project: Forum Discussions Classification

• Report: Link

• Jupyter Notebooks:

  • notebooks/nn_cnn_lstm.ipynb
  • notebooks/transformer.ipynb

• Saved model

  • models/transformer.keras

• Testing/prediction script

  • test/transformer.py

  Credits

  Team:

  • Ahmed Mubarak
  • Amna Ahmed
  • Amira Nasser
  • Aya Mohamed
  • Mohammed Ahmed