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Advanced Natural Language Processing

This repository consists of five projects that have been worked on during the course of the Advanced Natural Language Processing course at the University of West Bohemia in Pilsen. For detailed discussions over each project, please see the respective README files in the project directories.

Projects

  1. Implement Training Loop and Experiment with Hyper-Parameters
  2. Semantic Textual Similarity
  3. Semantic Sentiment Analysis
  4. Named Entity Recognition/Morphological Tagging
  5. Hugging Face Transformers for the experiments in the previous projects

During the course of the projects, we have worked mainly with the following libraries:

  • PyTorch
  • WandB

MetaCentrum

The projects have been run on the MetaCentrum clusters. The scripts for running the projects on the cluster can be found in root directory.