Vector visualization

Creator

Creator

Seonglae Cho

Created

Created

2024 Feb 19 2:22

Editor

Editor

Seonglae Cho

Edited

Edited

2024 Dec 15 19:11

Refs

Refs

Dimension Reduction

Collect data

Build co-occurrence matrix

Sparsify the co-occurrence matrix into a k-nearest-neighbors graph

Embed that into an intermediate high(er)-dimensional embedding with PyMDE

Project that intermediate embedding down into 2D using UMAP or t-SNE

Render the result using WebGL or WebGPU

What I've Learned Building Interactive Embedding Visualizations

Over the past few years, I've built several different interactive embedding visualizations. I have a big interest in exploring and understanding things in a free-form manner, and these kinds of tools feel to me like an extremely effective way of facilitating that sort of experience.

What I've Learned Building Interactive Embedding Visualizations

https://cprimozic.net/blog/building-embedding-visualizations-from-user-profiles/?utm_source=tldrnewsletter

What I've Learned Building Interactive Embedding Visualizations

Visualizing High-Dimensional Space by Daniel Smilkov, Fernanda Viégas, Martin Wattenberg & the Big Picture team at Google - Experiments with Google

Since 2009, coders have created thousands of amazing experiments using Chrome, Android, AI, WebVR, AR and more. We're showcasing projects here, along with helpful tools and resources, to inspire others to create new experiments.

Visualizing High-Dimensional Space by Daniel Smilkov, Fernanda Viégas, Martin Wattenberg & the Big Picture team at Google - Experiments with Google

https://experiments.withgoogle.com/visualizing-high-dimensional-space

Visualizing High-Dimensional Space by Daniel Smilkov, Fernanda Viégas, Martin Wattenberg & the Big Picture team at Google - Experiments with Google

Visualize your RAG Data — EDA for Retrieval-Augmented Generation

How to use UMAP dimensionality reduction for Embeddings to show Questions, Answers and their relationships to source documents with…

Visualize your RAG Data — EDA for Retrieval-Augmented Generation

https://itnext.io/visualize-your-rag-data-eda-for-retrieval-augmented-generation-0701ee98768f

Visualize your RAG Data — EDA for Retrieval-Augmented Generation

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