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https://github.com/nluninja/text-mining-dataviz
Data Visualization and Text Mining course - UNICATT
https://github.com/nluninja/text-mining-dataviz
embeddings lstm nlp spacy text-mining transformers
Last synced: about 2 months ago
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Data Visualization and Text Mining course - UNICATT
- Host: GitHub
- URL: https://github.com/nluninja/text-mining-dataviz
- Owner: nluninja
- Created: 2024-09-18T21:40:25.000Z (3 months ago)
- Default Branch: main
- Last Pushed: 2024-10-30T16:00:56.000Z (about 2 months ago)
- Last Synced: 2024-11-01T09:42:19.661Z (about 2 months ago)
- Topics: embeddings, lstm, nlp, spacy, text-mining, transformers
- Language: Jupyter Notebook
- Homepage:
- Size: 124 MB
- Stars: 3
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Data Visualizazion and Text Mining course
This repository contains the notebooks shown during the lessons of Data Visualization and Text Mining course.Course contents:
* NLP in practice: use SpaCy and NLTK to understand NLP algorithms
* Text Classification with ML: apply Machine Learning to text data sources
* Supervised Learning in Machine Learning
* Bag-of-Words
* CountVectorizer vs TDFVectorizer
* Text Classification project
* Topic Modeling: identify topics in a unsupervised dataset
* Latent Dirischlet Allocation
* Non Negative Matrix Factorization
* Data Visualization: see how to visualize your dataset in Python
* DashBoards: make Plots dynamic building an interactive dashboard, using Dash
* Neural Networks: how to classify data with Neural Networks - Tensorflow and PyTorch samples
* Embeddings: moving to a wector-based representation for each wordUpdated: Academic Year 2024/2025