Topic Modeling Courses and Certifications

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Advanced Text Analytics: Topic Modeling and Named Entity Recognition

Learn how to use advanced topic modeling and named entity recognition (NER) for text analytics, covering the math and code behind topic modeling and NER algorithms (e.g., transformer-based) and how to integrate both in your workflows.

• Pluralsight
• 40 minutes
• On-Demand
• Free Trial Available

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Applied Text Mining in Python

3808 ratings at Coursera

Learn text mining and manipulation in Python, covering NLTK, regex, text cleaning, classification, and topic modeling for advanced document analysis.

• Coursera
• 1 day 1 hour 16 minutes
• On-Demand
• Free Online Course (Audit)

Computing With Natural Language

Learn advanced techniques like word embeddings, deep learning attention, and more. Build a machine translation model using recurrent neural network architectures.

• Udacity
• 25 hours
• On-Demand
• Paid Course

Artificial Intelligence in Social Media Analytics

Explore AI's role in social media analytics. Learn machine learning, NLP, sentiment analysis, and topic modeling. Apply techniques to real data, uncovering patterns and insights in digital interactions.

• Coursera
• 16 hours 51 minutes
• On-Demand
• Free Online Course (Audit)

Natural Language Processing and Capstone Assignment

36 ratings at Coursera

Explore natural language processing, sentiment analysis, topic modeling, and emerging trends in data science. Apply learned techniques to develop a comprehensive data analytics plan.

• Coursera
• 4 hours 56 minutes
• On-Demand
• Free Online Course (Audit)