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1 | 1 | # Python-Implementation-of-LSA
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2 |
| -A Jupyter notebook on implementation of Latent Semantic Analysis (A Topic Modelling Algorithm) in python. |
| 2 | + |
| 3 | +Latent Semantic Analysis (LSA) is a theory and method for extracting and representing the |
| 4 | +contextual-usage meaning of words by statistical computations applied to a large corpus of |
| 5 | +text (Landauer and Dumais, 1997). The underlying idea is that the aggregate of all the word |
| 6 | +contexts in which a given word does and does not appear provides a set of mutual |
| 7 | +constraints that largely determines the similarity of meaning of words and sets of words to |
| 8 | +each other. The adequacy of LSA’s reflection of human knowledge has been established in |
| 9 | +a variety of ways. For example, its scores overlap those of humans on standard vocabulary |
| 10 | +and subject matter tests; it mimics human word sorting and category judgments; it simulates |
| 11 | +word–word and passage–word lexical priming data; and, as reported in 3 following articles |
| 12 | +in this issue, it accurately estimates passage coherence, learnability of passages by |
| 13 | +individual students, and the quality and quantity of knowledge contained in an essay. |
| 14 | + |
| 15 | + |
| 16 | +### Prerequisites |
| 17 | + |
| 18 | +Things reuired<br> |
| 19 | +1. Jupyter Notebook |
| 20 | +2. Python |
| 21 | +3. Gensim |
| 22 | + |
| 23 | +## Getting Started |
| 24 | + |
| 25 | +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 |
| 26 | +you wating for? Start creating something awesome! Good Luck! |
| 27 | + |
| 28 | + |
| 29 | +## Built With |
| 30 | + |
| 31 | +* [Gensim](https://radimrehurek.com/gensim/index.html) - The main Library used |
| 32 | +* [Python](https://www.python.org/) - Programming Language used |
| 33 | +* [Jupyter Notebook](http://jupyter.org/) - A web based coding enviorment |
| 34 | + |
| 35 | + |
| 36 | +## Contributing |
| 37 | + |
| 38 | +Feel free to submit pull requests to me. |
| 39 | + |
| 40 | + |
| 41 | +## Authors |
| 42 | + |
| 43 | +* **Muhammad Haseeb** - *Initial work* - [Muhammad Haseeb](https://github.com/iam-mhaseeb) |
| 44 | + |
| 45 | + |
| 46 | +## License |
| 47 | + |
| 48 | +This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details |
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