GitHub Portfolio

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CEnt: An Entropy-based Model-agnostic Explainability Framework to Contrast Classifiers’ Decisions

American University of Beirut
Arxiv

A powerful and innovative entropy-based method for interpreting machine learning models and understanding the decision-making process behind them by providing actionable alternatives by generating feasible feature tweaks that can alter the model's decision.

  • Deep Learning
  • Explainable AI
  • Contrastive AI
  • Counterfactual Prediction
  • Pytorch
  • Python
Visit Work → Github
Project 1 Project 1

On the Evaluation of the Plausibility and Faithfulness of Sentiment Analysis Explanations

American University of Beirut
Arxiv

In this work, inspired by offline information retrieval, we propose different metrics and techniques to evaluate the explainability of SA models from two angles. First, we evaluate the strength of the extracted “rationales” in faithfully explaining the predicted outcome. Second, we measure the agreement between ExAI methods and human judgment on a homegrown dataset .

  • Deep Learning
  • Explainable AI
  • Faithfulness
  • Pytorch
  • Python
Visit Work → Springer
Project 1

Explainable Model for EEG Seizure Detection

American University of Beirut
Arxiv

An Explainable EEG Detection Model to assist in the medical field to be able to diagnose epilepsy while providing deeper information.

  • Deep Learning
  • Explainable AI
  • Feature Extraction
  • Tensorflow
  • Python
Visit Work → Arxiv
Project 1

Navigating Agent

American University of Beirut
Arxiv

CYENS - Centre of Excellence
Arxiv

Research project on Agent Room Navigation using FacebookResearch Framework for Embodied AI. Testing a combination of RL algorithms while training using different methodologies

  • Reinforcement Leanring
  • Computer Vision
  • Metacognition
  • Pytorch
  • Python
  • Multiprocessing
Project 1

Extracting Insights

American University of Beirut
Arxiv
Asurion
Arxiv

Classifying & Extracting Insights from reviews

  • Natural Language Processing
  • Unsupervised Data Augmentation
  • Python
  • Keras
  • Scikit Learn
  • Natural Language Toolkit
Project 3

Course Interactive Website

With Covid-19 and cloud based lectures/recordings, things became a mess and searching for a specific lecture recordings might need lots of searching. I took therefore the liberaty to create this interactive website initiative as a way to facilitate things on myself and my classmates.

  • Interactive Website Design
  • HTML
  • CSS
  • Javascript
Visit Site → GitHub
Project 3

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