This repository serves as the main entry point for all weekly materials of the course Applied NLP.
Each week has its own dedicated repository containing slides, notebooks, and exercises.
This course was originally designed for bachelor’s students in Computer Science program.
| Week | Level of Analysis | Topic | Repository Link |
|---|---|---|---|
| 1 | Word Level | Words as Data – Frequency, Style & Gender | Week 1 Repo |
| 2 | Phrase Level | Ngrams, Pointwise Mutual Information, POS Patterns, Network Visualisation of Collocation | Week 2 Repo |
| 3 | Sentence Level | Sentence length & distribution, Readability indices, Sentence embeddings (LLMs as semantic encoders), Clause density, Sentence types & dialogue ratio | Week 3 Repo |
| 4 | Paragraph Level | Paragraph Coherence, Topic Drift Between Paragraphs, Discourse Marker Density, Paragraph–Summary Similarity, Paragraph Function Classification | Week 4 Repo |
| 5 | Text Level | Retrieval Augmented Generation (RAG) | Week 5 Repo |
| 6 | Synthesis | Preparing & Filtering Findings | Project Template Repo |
| 7 | Presentation | Final Project Showcase. Find the final projects on course organization page. | Course Organization |
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