Topic Modeling Courses and Certifications

Python Tutorials for Digital Humanities

Topic Modeling and Text Classification with Python for Digital Humanities

Discover topic modeling and text classification techniques using Python libraries like Scikit-Learn, Gensim, and spaCy for digital humanities research and analysis.

• YouTube
• 3 hours 58 minutes
• Self-Paced
• Free Video

Python Tutorials for Digital Humanities

Topic Modeling with LeetTopic - Transformer Topic Modeling and Bokeh App Generation

Learn to implement transformer-based topic modeling using LeetTopic and create interactive Bokeh visualizations for text analysis in Python.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

Prodramp

Topic Modeling Workshop for Beginners in Python

Learn topic modeling in Python using Gensim, spaCy, and NLTK. Covers data preparation, exploratory analysis, tokenization, LDA modeling, and evaluation techniques for beginners.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

SF Python

Thinking of Topic Modeling as Search in Real-time Applications

Explore how treating topic modeling as a search problem can enhance real-time applications and overcome common challenges in document classification and clustering.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

Nvidia

Minimizing Noise Cluster for Topic Modeling

Discover how to reduce noise clusters in BERTopic by 20% using GPU-accelerated optimization techniques that balance coherence, diversity, and noise reduction for cleaner topic modeling results.

• YouTube
• 14 minutes
• Self-Paced
• Free Video

Topic Modeling in R

Learn how to fit topic models using the Latent Dirichlet Allocation algorithm.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Conf42

Topic Modelling for Text Documents Using NLP Techniques

Explore NLP techniques for topic modeling in text documents, covering entity identification, document similarity, data cleaning, and clustering methods.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Alan Turing Institute

Poisson Random Fields for Dynamic Feature Models

Explore dynamic feature allocation models using Poisson random fields. Learn about the Wright-Fisher Indian Buffet Process and its application to topic modeling for time-stamped documents, with a focus on NIPS papers.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

1littlecoder

Topic Modelling with BERTopic - Applied NLP Tutorial

Learn topic modeling with BERTopic, extract insights from Kaggle notebooks, and create interactive visualizations. Master applied NLP techniques using transformers and c-TF-IDF for interpretable, dense topic clusters.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Lauren Klein on Data Feminism - Tracing Linguistic Innovation

Exploring linguistic innovation and cultural change through data analysis, challenging traditional narratives of individual genius and highlighting collaborative processes in idea creation and dissemination.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Complexity Explorer

Blurbs, the Culture Industry, and the Uses of Literature

Explore cultural analytics, examining reader behaviors, publishing trends, and literary themes using data-driven approaches. Gain insights into the intersection of literature, industry, and human needs.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Alan Turing Institute

Grounded Theory and Topic Modelling- Extreme Divergence or Unlikely Convergence - Dr David Mimno

Exploring the intersection of grounded theory and topic modeling in text analysis, examining potential divergences and convergences between these methodologies for studying social and cultural phenomena.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

Data Science Festival

Identification of Customer Behavioral Attributes through Topic Modelling

Explore customer behavior analysis using topic modeling on retail basket data. Learn to identify shopping patterns and tag customers based on their purchasing habits.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

Data Science Festival

BuzzWords - How Bumble Does Multilingual Topic Modelling at Scale

Explore Bumble's innovative GPU-powered solution for multilingual topic modeling, enabling faster analysis of millions of data points using BERT-based models.

• YouTube
• 12 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Topic ID and Topic Clustering

Explore advanced techniques for identifying and clustering topics in speech recognition systems through computational linguistics methods.

• YouTube
• 12 minutes
• Self-Paced
• Free Video