HSE 2022 Coursework

Educational Analysis: Curriculum Clustering (and Data Mining)

v1.0

main-notebooks folder:

• Text processing: parsing, lemmatization, purification - ✅
• Doc embeddings: TF-IDF, Word2Vec, Doc2Vec - ✅
• Clustering: K-Means, Gaussian Mixture, Spectral - ✅
• Inner metrics: Xie-Benni - ✅

v2.0

extend-notebooks folder:

• Dataset extension - ✅
• Labeling - ✅

main-notebooks folder:

• External metrics: B-Cubed - ✅
• Aglorithms improvement and estimation - ✅
• Visualization - TODO

Dataset link: soon