Pinned

1. cxplain

   Causal Explanation (CXPlain) is a method for explaining the predictions of any machine-learning model.

   Python 70 19

2. perfect_match

   ➕➕ Perfect Match is a simple method for learning representations for counterfactual inference with neural networks.

   Python 48 11

3. drnet

   💉📈 Dose response networks (DRNets) are a method for learning to estimate individual dose-response curves for multiple parametric treatments from observational data using neural networks.

   Python 20 2

4. ame

   🤖🤖 Attentive Mixtures of Experts (AMEs) are neural network models that learn to output both accurate predictions and estimates of feature importance for individual samples.

   Python 12 1

5. heart_rhythm_attentive_rnn

   ❤️📱 Heart rhythm classification from mobile event recorder data using attentive neural networks.

   Python 8 2

6. DSMT-Nets

   👓📡 Distantly Supervised Multitask Networks (DSMT-Nets) are a deep-learning approach to semi-supervised learning that utilises distant supervision through many auxiliary tasks.

   Python 7 1