Web app
captum.ai
Captum is a model interpretability library for PyTorch. It supports vision, text, and other modalities, and can be used with minimal modification to existing PyTorch models.
- Platform
- Web app
- Categories
- AI Code Assistant, AI Developer Docs, AI Developer Tools
- Indexed
- 2024-04-07
About captum.ai
What is Captum
Captum is an open-source, extensible library for model interpretability built specifically for PyTorch. It provides state-of-the-art algorithms to understand how PyTorch models make predictions. Captum stands for 'Comprehension and Transparency in Understanding Mechanisms.' It is designed to support a wide range of models, including those for vision, text, and more, with minimal changes to the original neural network architecture.
Key features
Captum offers several key features:
- Multi-Modal: It supports interpretability for models across various modalities, including vision, text, and more.
- Built on PyTorch: It works with most PyTorch models and requires minimal modification to the original network.
- Extensible: As an open-source library, it is designed for interpretability research, allowing easy implementation and benchmarking of new algorithms.
These features make Captum a versatile tool for both researchers and practitioners seeking to understand model behavior.
Use cases
Captum is used for model interpretability in PyTorch. It can be applied to understand predictions of models in various domains, such as computer vision and natural language processing. For example, it can compute attributions to input features using algorithms like Integrated Gradients. This helps in debugging models, verifying model behavior, and gaining insights into which parts of the input are most influential for a prediction.
Pricing
Captum is an open-source library and is free to use. It is available under an open-source license, and users can install it via conda or pip. There is no pricing information provided on the page.
Questions
captum.ai FAQ
- What is captum.ai?
- captum.ai is an AI tool available as a web app in the AI Code Assistant, AI Developer Docs, AI Developer Tools categories. Captum is a model interpretability library for PyTorch. It supports vision, text, and other modalities, and can be used with minimal modification to existing PyTorch models.
- What is captum.ai used for?
- captum.ai is filed under AI Code Assistant, AI Developer Docs, AI Developer Tools in the AITOOLIST index. Captum is a model interpretability library for PyTorch. It supports vision, text, and other modalities, and can be used with minimal modification to existing PyTorch models.
- Is captum.ai a web app, an extension or a native app?
- captum.ai is a web app.
Listed in the AITOOLIST index since 2024-04-07.