Conway's Game of Life is sequential, here high-dimensional states are projected into the two-dimensional space, and connected, furthermore, meta-data is added to create interactive 2D visualizations.

A visual debugging tool for fine-tuned BERT models for (multilabel) sequence classification tasks

Interpreting Categorical Data Classifiers using Explanation-based Locality

Graduate research project in computer vision and deep learning explainability

GENIA: Study of gender biases in machine learning models using explainable artificial intelligence

Human vs AI: Frontend📱

Interpretable Transformer for Fine-grained Image Classification

Wine quality multi-class prediction neural net model implemented using pytorch with model exploration and explanation using shap.

This repo holds my attempt to explain fake news detection models.

Kaggle Machine Learning Courses Exercises

Slot Attention-based Classifier for Explainable Image Recognition

Comparison of sentiment analysis conducted with a lexicon and rule-based dictionary and state-of-the-art pre-trained language models

Fundamentals of Interpretable Data Science

GitHub repository for our work "Interpretable Machine Learning for Precision Aging"

Grad-CAM 알고리즘을 통한 반도체 웨이퍼 불량 분석 및 원인 분석

This repository includes a machine learning modeling study about estimating customers hotel cancellation and what are the reasons for these cancellations.

Classifying Travel Mode choice in the Netherlands using KNN, XGBoost, RF and TabNet

Code, model and data for our paper: K. Tsigos, E. Apostolidis, S. Baxevanakis, S. Papadopoulos, V. Mezaris, "Towards Quantitative Evaluation of Explainable AI Methods for Deepfake Detection", Proc. ACM Int. Workshop on Multimedia AI against Disinformation (MAD’24) at the ACM Int. Conf. on Multimedia Retrieval (ICMR’24), Thailand, June 2024.

This repository contains code, information and datasets for the project on making interpretable models titled "Model Agnostic Methods for Interpretable Machine Learning". The abstract can be accessed at https://docs.google.com/document/d/1k2-beHD4YQxXpH8ExUM2Gd-yE5VqdluhiCsUIO3czRM/edit?usp=sharing