utils.py
- file with necessary configurations and common imports
01_data_research.ipynb
- scraping data from ScienceWISE.info platform (forming raw dataset)
02_form_networks.ipynb
- transform scraped raw data into graphs form
03_networks_topology.ipynb
- exploring graphs characteristics
graph_config.py
- config file for building concept embeddings using PyTorch-BigGraph (PBG)
04_embeddings.ipynb
- building concept embeddings
05_evaluation.ipynb
- results comparison from previous stages
Link to presentation: link
Contacts: t.me/sergibro