Scalable. Interactive. Interpretable Data Science

Safe, interpretable, trustworthy AI, through interactive intelligent visualization, with applications in adversarial machine learning (protecting AI from harm and doing harm), scalable discoveries of deep learning models, and inclusive AI for everyone.

A Must.

https://poloclub.github.io/

Transformer Explainer

Learn How Transformer Models Work with Interactive Visualization

https://poloclub.github.io/transformer-explainer/

    Diffusion Explainer

    Learn how Stable Diffusion transforms your text prompt into image.

    https://poloclub.github.io/diffusion-explainer/

    Renumics Spotlight

    Spotlight helps you to understand unstructured datasets fast. You can create interactive visualizations from your dataframe with just a few lines of code. You can also leverage data enrichments (e.g. embeddings, prediction, uncertainties) to identify critical clusters in your data.

    https://spotlight.renumics.com/

    Bunkatopics

    Bunkatopics is a package designed for Data Cleaning, Topic Modeling Visualization and Frame Analysis. Its primary goal is to assist developers in gaining insights from unstructured data, potentially facilitating data cleaning and optimizing LLMs through fine-tuning processes. Bunkatopics is constructed using well-known libraries like langchain, chroma, and transformers, enabling seamless integration into various environments.

    https://github.com/charlesdedampierre/BunkaTopics?tab=readme-ov-file