Uncertainty Wizard

Uncertainty wizard is a plugin on top of tensorflow.keras, allowing to easily and efficiently create uncertainty-aware deep neural networks:

• Plain Keras Syntax: Use the layers and APIs you know and love.

• Conversion from keras: Convert existing keras models into uncertainty aware models.

• Smart Randomness: Use the same model for point predictions and sampling based inference.

• Fast ensembles: Train and evaluate deep ensembles lazily loaded and using parallel processing.

• Super easy setup: Pip installable. Only tensorflow as dependency.

Documentation

• Installation
• User Guide: Models
• User Guide: Quantifiers
• Examples
• Complete API
• Paper
• Sources on Github

Note that our documentation assumes basic knowledge of the tensorflow.keras API. If you do not know tensorflow.keras yet, check out the TensorflowGuide.