educational-data-mining

Daily notes on AI papers

Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network

A library of algorithms for reproducing knowledge tracing, cognitive diagnosis, exercise recommendation and learning path recommendation models.

"Enhancing Knowledge Tracing via Adversarial Training", ACM MM 2021 (Oral).

Unsupervised Deep Autoencoders for Feature Extraction with Educational Data

Transition Network Analysis R package

Monitorización de alumnos en la plataforma Moodle

Source code and data for the EDM 2022 paper

Data Science Portfolio for Andrew DeCotiis-Mauro. Covers topics such as CEO compensation, congressional partisanship, web scraping, grade analysis and education.

It is a machine learning model combines two computational intelligence approaches: Genetic Algorithm and Decision Tree. The nome of model (EvolveDTree) represents a acronymous to "Evolved Decision Tree".

This repository contains all my work for my Machine Learning Project

Python Data Mining Tool that analyzes grading patterns.

Code of "Educational Data Mining Discovering Principal Factors for Better Academic Performance", the paper was published on the 3rd International Conference on Big Data Engineering and Technology (BDET 2021)

Learning analytics methods and tutorials - A practical guide using R

A recommender system based on data provided by MHRD on colleges and universities in India. Website-

Accessible Learning Analytic

FATED: Fairness, Accountability, and Transparency in Educational Data

Regression Machine Learning Pipelines for predicting student performance

Exploratory Data Analysis Course

Dashboard for Corpus Procession and Exploration (currently German-only). Streamlit based for teaching and research: txt/xml corpora to csv-based datasets,  nlp (frequencies, tf-idf, cosinus), collocations, kwic, frequency curves, pos, semantic tagging, ner, pca, mds, t-sne, umap, dendrograms, topic-modeling, word2vec, document-term-topic-index