https://github.com/e-panourgia/text-analytics
Text Analytics
https://github.com/e-panourgia/text-analytics
cnn mlp ngrams pytorch rnn transformers
Last synced: 7 months ago
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Text Analytics
- Host: GitHub
- URL: https://github.com/e-panourgia/text-analytics
- Owner: e-panourgia
- Created: 2025-03-27T18:15:46.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2025-03-27T18:29:40.000Z (7 months ago)
- Last Synced: 2025-03-27T19:29:51.072Z (7 months ago)
- Topics: cnn, mlp, ngrams, pytorch, rnn, transformers
- Language: Jupyter Notebook
- Homepage:
- Size: 8.73 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Text Analytics
As part of this course, we implemented five core tasks in Natural Language Processing (NLP):
- **N-gram Language Models & Context-Aware Spelling Correction** – [ngrams](ngrams)
- **Text Classification with Multi-Layer Perceptrons (MLPs)** – [mlp](mlp)
- **NLP with Recurrent Neural Networks (RNNs)** – [rnn](rnn)
- **NLP with Convolutional Neural Networks (CNNs)** – [CNN](CNN)
- **NLP with Transformers and Large Language Models (LLMs)** – [transformers](transformers)
Each task is located in its respective folder, and a detailed report is provided within each directory, documenting the methodology, implementation, and results.