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1. cxplain cxplain Public

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

   Python 132 34

2. perfect_match perfect_match Public

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

   Python 131 21

3. drnet drnet Public

   💉📈 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 93 14

4. ame ame Public

   🤖🤖 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 43 6

5. CovEWS CovEWS Public

   The COVID-19 Early Warning System (CovEWS) is a real-time early warning system for assessing individual COVID-19 related mortality risk.

   Python 18 2

6. heart_rhythm_attentive_rnn heart_rhythm_attentive_rnn Public

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

   Python 9 6