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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

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Data Visualization and Text Mining course - UNICATT

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# 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 word

Updated: Academic Year 2024/2025