Introducing CEBRA, the innovative machine learning tool that empowers neuroscientists to analyze behavioural and neural data simultaneously. By leveraging non-linear techniques, CEBRA creates consistent and high-performance latent spaces from joint data, opening up new possibilities in uncovering neural dynamics and understanding neural representations.
With CEBRA, you can map behavioural actions to neural activity, allowing for a deeper understanding of the underlying correlates of behaviour. Its neural latent embeddings can be used for both hypothesis testing and discovery-driven analysis, providing valuable insights into the relationship between behaviours and neural responses.
This powerful tool has been extensively validated for accuracy and efficacy across a range of datasets, including calcium and electrophysiology data. It has been successfully applied to sensory and motor tasks, as well as simple and complex behaviours across different species. Whether you’re working with single or multi-session datasets, CEBRA can be leveraged label-free to unlock valuable insights.
CEBRA’s capabilities extend beyond mapping and analysis. It can also uncover complex kinematic features and provide rapid, high-accuracy decoding of natural movies from the visual cortex. Its consistent latent spaces ensure reliable results across various data sources, including 2-photon and Neuropixels recordings.
If you’re ready to harness the power of CEBRA, you’ll find the official implementation of the algorithm on GitHub. Watch and star the repository to stay updated on future updates and releases. You can also follow us on Twitter or subscribe to our mailing list for the latest project updates.
To dive deeper into the methodology and learn more about CEBRA, check out the pre-print available on arxiv.org. This comprehensive resource will provide you with valuable insights and practical guidance on how to unlock the full potential of CEBRA for your research.
Join the growing community of researchers who are revolutionizing the analysis and decoding of behavioural and neural data with CEBRA. Discover hidden structures, decode neural activity, and gain a deeper understanding of the brain with this powerful machine learning tool.
