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Text Alchemy: Transforming Words into Insights with Topic Modeling Magic

G. Prashanth, B. Prajwal, M. Bharathi, T. Aditya Sai Srinivas

Abstract


In a world inundated with vast textual data, the ability to distil meaningful insights is paramount. This abstract delves into the realm of topic modeling, an advanced technique that transforms words into a structured narrative of ideas. Through the lens of linguistic analytics, we explore the magic of unravelling intricate textual tapestries to reveal hidden patterns, connections, and knowledge landscapes. From navigating information galaxies to decoding the symphony of ideas, this exploration sheds light on how topic modeling acts as the linguistic compass, guiding us through the intricacies of diverse textual landscapes. Join us on a journey beyond words, where the art of topic modeling transforms information chaos into a harmonious symphony of understanding.


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References


https://levity.ai/blog/what-is-topic-modeling#:~:text=Topic%20modeling%20is%20a%20type,predefined%20tags%20or%20training%20data.

https://thecleverprogrammer.com/2023/02/13/topic-modelling-using-python/

https://en.wikipedia.org/wiki/Topic_model

https://www.analyticsvidhya.com/blog/2021/05/topic-modelling-in-natural-language-processing/

https://towardsdatascience.com/topic-modelling-f51e5ebfb40a


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