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For me: Seeded LDA, is a fascinating method. As it allows for probabilistic learning, is simple, and bears the option to incorporate theory on your dataset. Read an article on Seeded LDA here:

https://towardsdatascience.com/why-to-use-seeded-topic-models-in-your-next-project-and-how-to-implement-them-in-r-8502d15d6e8d

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