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Giovannibriglia/VectorizedNumericalIntervention

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Architecture

To-Do List

VNI

  • Handle cpds computation
  • Handle intervention
  • Handle high dimensional data in VNI
  • Handle intervention with an entire set of feature values -> hint: use uniform distribution
  • Develop tests
  • Usage VNI - configuration files
  • Handle Batch of Queries
  • Add visualization plots

KDE

  • Develop tests
  • Handle Batch of Queries
  • New kernels
  • Handle Query with multiple target features
  • Handle different input size different from [batch_size, n_features, 1]

MeanCov

  • Develop tests
  • Handle Batch of Queries

Usage

  • Usage for benchmark
  • Usage for single prediction vs batch prediction
  • Usage for planning - representation

Repo

  • Update architecture scheme
  • Documentations
  • Website

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