Topic Modeling Courses and Certifications

Julia Silge

Topic Modeling with R and Tidy Data Principles

Explore topic modeling in R using tidytext and stm packages, applied to Sherlock Holmes stories. Learn data preparation, text tidying, and model implementation techniques.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Applied Text Mining in Python

3824 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
• Paid Course

Introduction to Text Analysis in R

22 ratings at DataCamp

Learn to analyze text data using R's tidy framework. Covers wrangling, visualization, sentiment analysis, and topic modeling techniques for extracting insights from various text sources like social media and product reviews.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Introduction to Natural Language Processing in R

Gain an overview of all the skills and tools needed to excel in Natural Language Processing in R.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

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

Open Data Science

Introduction to NLP and Topic Modeling

Explore NLP basics, advanced techniques like word vectors, and topic modeling. Learn pre-processing, tools, and methodologies to start NLP modeling and understand topic analysis.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Julia Silge

Topic Modeling for Spice Girls Lyrics

Explore topic modeling using R to analyze Spice Girls lyrics, uncovering hidden themes and patterns in their music through unsupervised machine learning techniques.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Conf42

Unveiling Clustering in BERTopic Topic Modeling

Explore BERTopic clustering for topic modeling, covering HDBSCAN algorithm, density-based spatial clustering, and performance comparisons. Gain insights into advanced text analysis techniques.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Open Data Science

Using Generative AI to Better Understand B2B Audiences: From Topic Modeling to Text Classification

Unlock the potential of Generative AI and ML for B2B audience understanding. Explore innovative techniques in topic modeling and text classification using LLMs to enhance marketing strategies and data-driven decision-making.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Databricks

RecSys, Topic Modeling and Agents - Bridging the GenAI-Traditional ML Divide

Explore how GenAI and traditional ML can work together through recommendation systems, topic modeling, and AI agents to solve data science challenges more effectively.

• YouTube
• 34 minutes
• On-Demand
• Free Video

Data Science Conference

Applications of AI in News and Media - Text Summarization, Topic Modeling, and Style Transfer

Explore how large language models revolutionize news and media through text summarization, topic modeling, and style transfer, while addressing key limitations and bias concerns.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Microcredential

More Applied Data Science with Python

10 ratings at Coursera

Master advanced Python data analysis techniques including data mining, clustering, network modeling, and information extraction using real-world datasets and machine learning libraries.

• Coursera
• 12 weeks, 10 hours a week
• On-Demand
• Paid Course
• 4 courses

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
• Paid Course

Natural Language Processing and Capstone Assignment

50 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
• Paid Course

Microcredential

Text Marketing Analytics

15 ratings at Coursera

Explora métodos avanzados de análisis de marketing como clasificación de texto, modelado de temas y análisis de redes semánticas usando Python, ideal para profesionales en ciencia de datos.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course