Atlas

Meet Atlas - a platform for interacting with both small and internet scale unstructured datasets.

Colab Demo

Discord

Atlas enables you to:

• Store, update and organize multi-million point datasets of unstructured text, images and embeddings.
• Visually interact with embeddings of your data from a web browser.
• Operate over unstructured data and embeddings with topic modeling, semantic duplicate clustering and semantic search.
• Generate high dimensional and two-dimensional embeddings of your data.

Use Atlas to:

• Visualize, interact, collaborate and share large datasets of text and embeddings.
• Collaboratively curate your unstructured datasets (clean, tag and label)
• Build high-availability apps powered by semantic search
• Understand and debug the latent space of your AI model trains

Read about how Atlas works or get started below!

Quickstart

Install the Nomic client with:

pip install nomic

Login/create your Nomic account:

nomic login

Follow the instructions to obtain your access token. Enter your access token with:

nomic login [token]

You are ready to interact with Atlas. Continue on to make your first data map.

Mapping Embeddings

map_embeddings.py

from nomic import atlas
import numpy as np

num_embeddings = 10000
embeddings = np.random.rand(num_embeddings, 256)

project = atlas.map_embeddings(embeddings=embeddings)
print(project.maps)

Resources

Make your first neural map.

How does Atlas work?

Collection of maps.

Example maps

Twitter (5.4 million tweets)

Stable Diffusion (6.4 million images)

NeurIPS Proceedings (16,623 documents)

ICLR 2018-2023 Submissions

MNIST Logits

About us

Nomic is the world's first information cartography company. We believe that the fastest way to understand your data is to look at it.