Cebra

Cebra: Unlocking the Power of Machine Learning for Neuroscientists

Cebra is an innovative machine learning tool that harnesses the power of non-linear techniques to generate consistent and high-performance latent spaces from joint behavioural and neural data recorded simultaneously. With a range of key features and versatile use cases, Cebra offers neuroscientists unparalleled insights into the complex workings of the brain.

Key Features:

• Neural Latent Embeddings: Cebra enables hypothesis testing and discovery-driven analysis by providing neural latent embeddings.
• Validated Accuracy: This tool has been rigorously tested and proven effective on calcium and electrophysiology datasets, sensory and motor tasks, and a wide range of simple or complex behaviors across different species.
• Multi-session and Label-free: Cebra can seamlessly handle single or multi-session datasets without the need for labels, providing flexibility and convenience for researchers.
• High-accuracy Decoding: Experience rapid decoding of natural movies from the visual cortex, offering valuable insights into neural representations.
• Code Availability: Access the tool's code on GitHub, empowering researchers to delve deeper into the underlying algorithms and customize the tool to fit their specific needs. Additionally, read the pre-print on arxiv.org to gain a comprehensive understanding of the methodology.

Use Cases:

• Analyze and Decode Behavioural and Neural Data: Cebra allows neuroscientists to uncover hidden neural representations by analyzing and decoding both behavioural and neural data.
• Mapping Complex Kinematic Features in Neuroscience Research: With Cebra, researchers can effectively map and uncover intricate kinematic features, facilitating breakthroughs in the field of neuroscience.
• Produce Consistent Latent Spaces: Cebra ensures consistent latent spaces across various data types and experiments, enabling researchers to compare and contrast findings with confidence.

Cebra stands as a valuable tool for neuroscientists, providing them with the means to analyze and decode behavioural and neural data. By utilizing Cebra, researchers can gain a deeper understanding of the underlying neural representations involved in adaptive behaviors. Don't miss out on the opportunity to unlock the secrets of the brain with Cebra!