https://github.com/bjam24/agh-natural-language-processing
This respository contains projects made for the NLP course at the AGH UST in 2024 / 2025. They received maximum grade 5.0.
https://github.com/bjam24/agh-natural-language-processing
agh elasticsearch language-modeling language-modelling levenshtein llm ner neural-search nlp prompt-enginering question-answering rag regex spacy text-classificaiton text-classification
Last synced: about 2 months ago
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This respository contains projects made for the NLP course at the AGH UST in 2024 / 2025. They received maximum grade 5.0.
- Host: GitHub
- URL: https://github.com/bjam24/agh-natural-language-processing
- Owner: bjam24
- License: other
- Created: 2024-10-22T15:04:04.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2025-03-10T23:26:08.000Z (2 months ago)
- Last Synced: 2025-03-10T23:31:57.442Z (2 months ago)
- Topics: agh, elasticsearch, language-modeling, language-modelling, levenshtein, llm, ner, neural-search, nlp, prompt-enginering, question-answering, rag, regex, spacy, text-classificaiton, text-classification
- Language: Julia
- Homepage:
- Size: 25 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Natural Language Processing 💬
## Description
This project was made for the Natural Language Processing (NLP) course at the AGH UST in 2024/2025. All solutions are results of my work after hours, when I was solving given tasks (topics).
All tasks are provided by apohllo. Be mindful that these tasks are regularly updated and may vary in the future.
## Exercises and Topics
### 1. Regular expressions
### 2. Full text search
### 3. Levenshtein distance
### 4. Language modelling
### 5. Classification
### 6. Named entity recognition
### 7. Classification and NER with LLMs
### 8. Neural Search
### 9. Question Answering
### 10. RAG
## Technology stack
- Python
- NumPy, Pandas
- Scikit-learn
- ElasticSearch
- Hugging Face Transformers
- SpaCy
- NLTK