Hugging Face's logo
Maarten Grootendorst's picture
3

Maarten Grootendorst

MaartenGr
asoria's profile picture pierrci's profile picture severo's profile picture
·
https://newsletter.maartengrootendorst.com

AI & ML interests

None yet

Recent Activity

Reacted to asoria's post with ❤️ about 1 month ago
🚀 Exploring Topic Modeling with BERTopic 🤖 When you come across an interesting dataset, you often wonder: Which topics frequently appear in these documents? 🤔 What is this data really about? 📊 Topic modeling helps answer these questions by identifying recurring themes within a collection of documents. This process enables quick and efficient exploratory data analysis. I’ve been working on an app that leverages BERTopic, a flexible framework designed for topic modeling. Its modularity makes BERTopic powerful, allowing you to switch components with your preferred algorithms. It also supports handling large datasets efficiently by merging models using the BERTopic.merge_models approach. 🔗 🔍 How do we make this work? Here’s the stack we’re using: 📂 Data Source ➡️ Hugging Face datasets with DuckDB for retrieval 🧠 Text Embeddings ➡️ Sentence Transformers (all-MiniLM-L6-v2) ⚡ Dimensionality Reduction ➡️ RAPIDS cuML UMAP for GPU-accelerated performance 🔍 Clustering ➡️ RAPIDS cuML HDBSCAN for fast clustering ✂️ Tokenization ➡️ CountVectorizer 🔧 Representation Tuning ➡️ KeyBERTInspired + Hugging Face Inference Client with Meta-Llama-3-8B-Instruct 🌍 Visualization ➡️ Datamapplot library Check out the space and see how you can quickly generate topics from your dataset: https://huggingface.co/spaces/datasets-topics/topics-generator Powered by @MaartenGr - BERTopic
View all activity

Articles

Organizations

Webhooks Explorers (BETA)'s profile picture Blog-explorers's profile picture ZeroGPU Explorers's profile picture

Papers 1