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YouTube

Topic Modelling with BERTopic - Applied NLP Tutorial

1littlecoder via YouTube

Overview

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Learn topic modelling using BERTopic in this applied NLP tutorial video. Explore the Meta Kaggle Dataset and extract Notebooks data while leveraging Hugging Face transformers and c-TF-IDF to create dense clusters for interpretable topics. Discover how to visualize results with an interactive Intertopic Distance Map. Cover key concepts including data filtering, embedding models, probability calculation, and various visualization options. Gain hands-on experience with the BERTopic Python library and apply these techniques to analyze Kaggle Notebooks from 2021.

Syllabus

Introduction
About BERTopic
Filter Data
Input Data
Embedding Models
Calculating Probability
Topic Modelling
Topic Info
Interactive Topic Modelling
Other Visualization Options

Taught by

1littlecoder

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