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Data Science

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Posted inData Science

8 Limitations of Topic Modelling Algorithms on Short Text

Challenges of topic modeling on microblogs Short-form text is typically user-generated, defined by lack of structure, presence of noise, and lack of context, causing difficulty for machine learning modeling. Topic…
Posted by By Lazarina Stoy July 30, 2021Tags: NLP, Topic Modelling
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Posted inData Science

Topic Modelling: A Deep Dive into LDA, hybrid-LDA, and non-LDA Approaches

Topic modeling is one of the natural language processing techniques I find most needed in my role. In more recent times, I’ve seen it popularised as entity extraction, however, the…
Posted by By Lazarina Stoy July 1, 2021Tags: NLP, Topic Modelling
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Posted inData Science

Sentiment Analysis: A Deep Dive Into the Theory, Methods, and Applications

Sentiment classification is one of the most beginner-friendly problems in data science. That does not make it easy to do, though. There are various models developed to perform sentiment analysis…
Posted by By Lazarina Stoy June 23, 2021Tags: NLP, Sentiment Analysis

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