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