Deep Uncertainty Modeling and Active Learning
Framework for uncertainty-based neural networks and active learning.
Setup
conda create -n dal-toolbox python=3.9
pip install -e .
Development
To start developing it is best to use:
conda create -n dal-toolbox python=3.9
pip install -e .
Experiments
All experiments are stored in the experiments folder.
Getting Started
We provide notebooks that give examples of how to work with this repository.
Uncertainty modeling
Examples of how to train models with improved uncertainty estimation:
Semi-Supervised Learning
Examples of how to train models with semi-supervised learning algorithms:
Active Learning
Examples of how to implement an active learning cycle: