Experiments

Research logs, reproducibility studies, and model experiments.

Here we document our experiments, reproducing classic papers and testing new ideas.

Experiment Logs

LeNet-1 Reproducibility

reproducing the original LeNet-1 results on MNIST and comparing with the 1998 paper.

Reproducibility Studies

Experimenting how the convolution operation works with multiple channels, then trying to add the channels first, from 3 channels to 1 channel, and then applying the convolution, and comparing the results to see which one performs better and why.

Building Models

[English - RNN Character Generation]

Simple expermint with chars generation using english text. See the notebook: View Training Notebook

Live Demo - RNN Character Generation

Interactive demo of a character-level RNN that generates text based on user input.

Arabic Character Generation

Version 1:

Character-level RNN trained on Arabic text to generate new Arabic sentences. View Training Notebook

Version 2:

Character-level RNN trained on Arabic text with gradient norm tracking to analyze potential vanishing gradient issues. View Training Notebook

LSTM for Arabic Text Generation

In this experiment, we train an LSTM to generate Arabic text character by character. The notebook contains a step by step walkthrough of the code, and what does each line do. You can find the notebook here