Stefan Suwelack
Spotlight
Better Data,
Better Models
Open Source Data Curation Tooling for Unstructured Data
Elevate your data analysis workflows by providing them with better data, interactively curated together with your domain experts and the power of Renumics Spotlight.
Why Spotlight
Curate Unstructured Data Faster with Spotlight
We believe good tooling helps you to iterate much faster and tooling should seamlessly integrate into an existing stack.
We build Spotlight as a drop-in solution for all the data inspection and interaction needs in your data-centric AI workflow.
- Open Source:
- Start for free and explore your dataset with the Spotlight Community version.
- Seamless Integration:
- Load your existing DataFrames with a single line of code. Keep using all the tools you love.
- Flexible Templates:
- Quickly build interactive views for your multimodal data set. Capture best practices in re-usable plays.
- Data Types:
- We support most unstructured data types including images, audio, text, videos, time-series and geometric data.
from renumics import spotlight
spotlight.show(df)Audio Data
Explore your audio data with Spotlight: The Audio-Player Widget allows you to interact with waveforms directly, gain valuable insights with auto-generated spectrograms, and enjoy the convenience of loop playback for continuous audio examination.
- Audio-Player Widget for Waveforms
- Auto-generated Spectrograms
- Loop Playback
Vision Data
With Spotlight, you can effortlessly visualize images and videos, integrate precise object detection with overlay bounding boxes, and explore new dimensions with our 3D Viewer.
- Visualize Images and Videos
- Object Detection: Overlay Bounding Boxes
- 3D Viewer: Show trimesh-compatible mesh objects
Data Enrichments
Integrate rich embeddings to enhance individual data points, or transform model outputs into insightful features for deeper analysis. Explore the interconnected landscape of your embeddings and features with the unique Similarity Map.
- Enrich your data points with embeddings
- Use Model Outputs as Features
- Explore embeddings and features on the Similarity Map
Data Visualization & Exploration in Python
Spotlight's Features for Data Scientists
Spotlight helps you to understand unstructured datasets fast. You can quickly create interactive visualizations and leverage data enrichments such as embeddings, predictions, and uncertainties to identify critical clusters in your data.
- Install as Python Package
- Spotlight integrates data visualization and exploration directly in your Python Stack as Data Scientist.
- Work with Unstructured Data
- Handles diverse data types, from unstructured datasets to complex time series and tabular data, ensuring comprehensive data analysis.
- Quick Customization for Your Use Case
- Customize your view on your data with easy-to-use filters, templates, and powerful data visualizations.
- Interactive Data Visualization
- Transform your data into actionable insights with interactive visualizations, enabling immersive exploration of datasets.
- Similarity Map
- Explore data points, clusters, and embeddings on the basis of similarity with Spotlight's Similarity Map.
Community Edition
Exploration and Visualization
Convert your data into actionable insights by using interactive visualizations that allow for in-depth exploration of datasets.
- Create customized visualizations for your dataframe
- Explore your data interactively
- Identify critical clusters
Spotlight Pro
Unlock Data Curation Features
Spotlight Pro enables direct editing, curation, and annotation of datasets for precise adjustments, granular curation, and better ML training.
- Edit your dataset in Spotlight and save changes
- Curate single data points and columns
- Annotate your dataset
- Receive support from our Dev Team
Pricing
Pricing Plans for Teams of All Sizes
Start using Spotlight today by installing our free and open source community edition.
Community
Start analyzing your unstructured datasets.
Free
Install now- Analyze Your Data Visually in Spotlight
- Extensive Online Resources
- Support in Our Discord Community
- Pull Requests Welcome
Professional
Curate high-quality datasets with your cross-functional team.
499ā¬/month
Buy now- All Features of the Community Edition
- Edit Your Data in Spotlight
- Multi-Seat License for up to 3 Machines Simultaneously
- Dedicated Support
Enterprise
Build robust data-centric AI workflows for your use cases.
Custom
Contact sales- All Features of the Professional Edition
- Extended Support from Our Solution Experts
- Floating Licenses Available
- Air-gapped Installation
FAQ
Frequently Asked Questions
How do I know that Renumics Spotlight is right for me?
Blog
Recent Articles featuring Spotlight
Learn how we have used Spotlight to solve-real world problems.
Stefan Suwelack
Interactive Visualization for Hugging Face Datasets
Markus Stoll
Join us for Hacktoberfest 2023
Boost Your Data.
Start Using Spotlight Today.
Spotlight connects your stack to the open source ecosystem. Integrate new tools that save you days of work with just a few lines of code.