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#Topic Modeling

Showing: 41 courses
NPTEL

Applied Natural Language Processing

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Explore natural language processing techniques, from corpus operations to advanced neural networks, for applications in machine translation, topic modeling, and conversation systems.
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92 Lesons
1 day 2 hours
On-Demand
Free-Video
Santa Fe Institute

Lauren Klein on Data Feminism - Tracing Linguistic Innovation

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Exploring linguistic innovation and cultural change through data analysis, challenging traditional narratives of individual genius and highlighting collaborative processes in idea creation and dissemination.
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13 Lesons
33 minutes
On-Demand
Free-Video
Santa Fe Institute

Probabilistic Topic Models and User Behavior

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Explore latent thematic structures in document collections and user behavior data. Learn how topic modeling algorithms can enhance predictions and understanding of collection organization.
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1 Lesons
53 minutes
On-Demand
Free-Video
Open Data Science

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

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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.
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6 Lesons
36 minutes
On-Demand
Free-Video
Open Data Science

Design and Build Powerful LLM Agents - Valentina Alto

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Unlock the potential of LLM agents: explore their design, construction, and evolution from single to multi-agent systems. Gain insights into GenAI workflows and key components of AI agents.
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5 Lesons
31 minutes
On-Demand
Free-Video
Complexity Explorer

What is Feminist Data Science?

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Explore feminist data science with Lauren Klein, examining how gender perspectives can reshape data analysis methods and interpretations in humanities research.
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1 Lesons
23 minutes
On-Demand
Free-Video
GERAD Research Center

Quantifying Artistic Experiences: How Art Metadata Can Be Used to Understand Audiences' Encounters with Art

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Explore computational analysis of art metadata to understand audience experiences and improve art viewing, using topic models, NLP, and image extraction techniques.
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1 Lesons
44 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Recent Developments in Neural Search

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Explore cutting-edge neural methods for semantic search, improving text search quality with pre-trained transformer networks and advanced deployment techniques.
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1 Lesons
47 minutes
On-Demand
Free-Video
VinAI

Independent Finite Approximations for Bayesian Nonparametric Inference

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Explore independent finite approximations for Bayesian nonparametric inference, comparing them to truncated finite approximations and analyzing their performance in real-world applications.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Discover AI

Agent-based Mixture of Experts and LLM-augmented Autonomous Agents - A Tutorial on Dynamic Expert Generation

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Discover how to create specialized AI expert agents through dynamic prompting, enabling tailored solutions for complex tasks from code generation to artistic design using LLM-augmented systems.
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3 Lesons
12 minutes
On-Demand
Free-Video
Aladdin Persson

Latent Dirichlet Allocation with Gibbs Sampling Explained

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Comprehensive explanation of Latent Dirichlet Allocation (LDA) with Gibbs Sampling, covering topic modeling, posterior inference, and implementation details. Ideal for those interested in understanding this classic machine learning technique.
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10 Lesons
33 minutes
On-Demand
Free-Video
Graham Neubig

CMU Neural Nets for NLP 2018 - Document-Level Models

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Explore document-level NLP models, covering language modeling, topic modeling, coreference resolution, and discourse parsing. Learn advanced techniques for analyzing and processing longer texts.
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32 Lesons
1 hour 1 minute
On-Demand
Free-Video
Prodramp

Topic Modeling Workshop for Beginners in Python

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Learn topic modeling in Python using Gensim, spaCy, and NLTK. Covers data preparation, exploratory analysis, tokenization, LDA modeling, and evaluation techniques for beginners.
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27 Lesons
42 minutes
On-Demand
Free-Video
Complexity Explorer

Arriving at an Understanding of Computational Linguistics' Virtues - Lecture 1

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Explore computational linguistics' virtues in humanities research. Learn text analysis methods, content extraction, and meaning derivation from digital sources to enhance humanities scholarship.
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7 Lesons
22 minutes
On-Demand
Free-Video
Complexity Explorer

An Introduction to Humanities Analytics in Three Examples

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Explore humanities analytics through three examples, learning text analysis methods to extract meaning from digital sources and enable new scholarship in the humanities.
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16 Lesons
1 hour 7 minutes
On-Demand
Free-Video
1littlecoder

Topic Modelling with BERTopic - Applied NLP Tutorial

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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.
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10 Lesons
26 minutes
On-Demand
Free-Video
Aladdin Persson

Latent Dirichlet Allocation Tutorial

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Explore Latent Dirichlet Allocation in Python: Learn to implement this powerful topic modeling technique for text analysis and document classification.
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1 Lesons
27 minutes
On-Demand
Free-Video
Julia Silge

Topic Modeling with R and Tidy Data Principles

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Explore topic modeling in R using tidytext and stm packages, applied to Sherlock Holmes stories. Learn data preparation, text tidying, and model implementation techniques.
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8 Lesons
26 minutes
On-Demand
Free-Video
Julia Silge

Topic Modeling for Spice Girls Lyrics

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Explore topic modeling using R to analyze Spice Girls lyrics, uncovering hidden themes and patterns in their music through unsupervised machine learning techniques.
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7 Lesons
30 minutes
On-Demand
Free-Video
Alan Turing Institute

Poisson Random Fields for Dynamic Feature Models

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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.
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18 Lesons
30 minutes
On-Demand
Free-Video
Open Data Science

Introduction to NLP and Topic Modeling

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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.
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17 Lesons
30 minutes
On-Demand
Free-Video
Alan Turing Institute

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

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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.
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1 Lesons
29 minutes
On-Demand
Free-Video
Linux Foundation

The Digital Hearth: An Automated Group Speech-to-Text System for Community Conversations

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Explore an innovative group conversation recording device designed to capture and analyze community discussions, featuring offline operation and advanced speech recognition capabilities.
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30 Lesons
47 minutes
On-Demand
Free-Video
RSA Conference

Machine Learning Toolbox for Cybersecurity Risk Management

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Explore machine learning techniques for cybersecurity risk assessment, including topic modeling, word embedding, and PCA. Learn to identify unknown risks and profile incidents effectively.
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9 Lesons
30 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Applying Computational Analysis to Textual Data from the Wild - A Feminist Perspective

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Explore feminist perspectives on computational analysis of textual data, focusing on topic modeling for interpreting diverse experiences of place in breastfeeding reviews.
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6 Lesons
20 minutes
On-Demand
Free-Video
IEEE

Are Anonymity-Seekers Just like Everybody Else? An Analysis of Contributions to Wikipedia from Tor

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Análisis de contribuciones anónimas a Wikipedia a través de Tor, comparando calidad y patrones con otros tipos de usuarios para evaluar el impacto de bloquear proxies de privacidad.
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12 Lesons
17 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

When People and Algorithms Meet - User-Reported Problems in Intelligent Everyday Applications

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Análisis de problemas reportados por usuarios en aplicaciones inteligentes cotidianas, revelando desafíos en contenido, algoritmos, elección del usuario y retroalimentación, con implicaciones para el diseño de sistemas de apoyo.
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1 Lesons
21 minutes
On-Demand
Free-Video
Serrano.Academy

Training Latent Dirichlet Allocation: Gibbs Sampling - Part 2

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Explore Gibbs sampling for training Latent Dirichlet Allocation models, learning to sort documents into topics efficiently through practical exercises and in-depth explanations.
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10 Lesons
27 minutes
On-Demand
Free-Video
SF Python

Thinking of Topic Modeling as Search in Real-time Applications

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Explore how treating topic modeling as a search problem can enhance real-time applications and overcome common challenges in document classification and clustering.
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1 Lesons
13 minutes
On-Demand
Free-Video
Python Tutorials for Digital Humanities

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

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Learn to implement transformer-based topic modeling using LeetTopic and create interactive Bokeh visualizations for text analysis in Python.
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1 Lesons
17 minutes
On-Demand
Free-Video
SK AI SUMMIT 2024

Contact Center 상담 업무 효율화를 위한 실시간 답변 추천

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Discover how SK's AI Contact Center solution enhances customer service efficiency through real-time question extraction and answer recommendation systems using advanced NLP technology.
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1 Lesons
25 minutes
On-Demand
Free-Video
Data Science Conference

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

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Explore how large language models revolutionize news and media through text summarization, topic modeling, and style transfer, while addressing key limitations and bias concerns.
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1 Lesons
24 minutes
On-Demand
Free-Video
Conf42

Topic Modelling for Text Documents Using NLP Techniques

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Explore NLP techniques for topic modeling in text documents, covering entity identification, document similarity, data cleaning, and clustering methods.
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10 Lesons
22 minutes
On-Demand
Free-Video
Data Science Festival

BuzzWords - How Bumble Does Multilingual Topic Modelling at Scale

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Explore Bumble's innovative GPU-powered solution for multilingual topic modeling, enabling faster analysis of millions of data points using BERT-based models.
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1 Lesons
12 minutes
On-Demand
Free-Video
Databricks

GenAI-Powered Media Dynamics: Leveraging LLMs for Personalized Content Engagement

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Explore Fox's innovative use of custom LLMs for personalized media content, including video transcription insights, semantic search, and curated recommendations, revolutionizing digital engagement.
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1 Lesons
22 minutes
On-Demand
Free-Video
Mervin Praison

TxtAI - Simplifying RAG and Semantic Search with an All-in-One Embeddings Database

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Explore TxtAI: all-in-one solution for semantic search, LLM orchestration, and language model workflows. Learn embeddings, indexing, and advanced text processing techniques.
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15 Lesons
13 minutes
On-Demand
Free-Video
Data Science Festival

Identification of Customer Behavioral Attributes through Topic Modelling

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Explore customer behavior analysis using topic modeling on retail basket data. Learn to identify shopping patterns and tag customers based on their purchasing habits.
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1 Lesons
35 minutes
On-Demand
Free-Video
Data Science Festival

Maximizing Engagement Through Privacy-Preserving Content Recommendations

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Explore innovative approaches to recommendation systems that maximize engagement while preserving user privacy, using reinforcement learning and semantic analysis techniques.
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1 Lesons
32 minutes
On-Demand
Free-Video
Data Science Festival

Using Generative AI to Better Understand B2B Audiences - From Topic Modelling to Text Classification

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Explore how Generative AI and LLMs enhance B2B audience understanding through topic modeling and text classification, improving data quality and audience interest analysis.
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1 Lesons
43 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Discovering Pattern and Structure in Cultural Traces: Death and Dreams in Low Dimensions

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Explore data-efficient methods for analyzing large corpora using word embeddings and sparse dictionary learning. Discover patterns in violent death reports and dream narratives through innovative topic modeling techniques.
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1 Lesons
57 minutes
On-Demand
Free-Video
VinAI

A View in Old and New Machine Learning

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Explore old and new machine learning approaches, comparing hierarchical probabilistic models with deep neural networks and examining their unique capabilities and potential combinations.
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1 Lesons
1 hour 33 minutes
On-Demand
Free-Video