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# Python-Implementation-of-LSA
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A Jupyter notebook on implementation of Latent Semantic Analysis (A Topic Modelling Algorithm) in python.
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Latent Semantic Analysis (LSA) is a theory and method for extracting and representing the
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contextual-usage meaning of words by statistical computations applied to a large corpus of
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text (Landauer and Dumais, 1997). The underlying idea is that the aggregate of all the word
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contexts in which a given word does and does not appear provides a set of mutual
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constraints that largely determines the similarity of meaning of words and sets of words to
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each other. The adequacy of LSA’s reflection of human knowledge has been established in
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a variety of ways. For example, its scores overlap those of humans on standard vocabulary
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and subject matter tests; it mimics human word sorting and category judgments; it simulates
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word–word and passage–word lexical priming data; and, as reported in 3 following articles
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in this issue, it accurately estimates passage coherence, learnability of passages by
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individual students, and the quality and quantity of knowledge contained in an essay.
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### Prerequisites
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Things reuired<br>
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1. Jupyter Notebook
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2. Python
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3. Gensim
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## Getting Started
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To use this Code just download the repository & open it up in Jupyter Notebook. The code is ready for your next use, So what are
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you wating for? Start creating something awesome! Good Luck!
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## Built With
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* [Gensim](https://radimrehurek.com/gensim/index.html) - The main Library used
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* [Python](https://www.python.org/) - Programming Language used
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* [Jupyter Notebook](http://jupyter.org/) - A web based coding enviorment
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## Contributing
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Feel free to submit pull requests to me.
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## Authors
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* **Muhammad Haseeb** - *Initial work* - [Muhammad Haseeb](https://github.com/iam-mhaseeb)
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## License
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This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details

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