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LSMS Model Checkpoints

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@chrisyeh96 chrisyeh96 released this 25 Apr 00:10

Changes from v1.0.1 to v1.0.2:

  • Added TensorFlow model checkpoints for LSMS Delta and Index-of-Delta models
  • See v1.0.1 for checkpoints of all DHS models

Checkpoints are named as LSMS{type}_Incountry_{fold}_{bands}_{init}_b{batch}_fc{reg}_conv{reg}_lr{lr} where

  • {type}: either "Delta" or "IndexOfDelta"
    • "Delta" corresponds to "difference of indexes" in the Nature Comms. paper
    • "IndexOfDelta" correponds to "index of differences" in the Nature Comms. paper
  • {fold}: the fold that the model was tested on
  • {bands}: one of MS (multispectral), NL (nightlights), or MSNL (both)
  • {init}: the weights initialization strategy used
  • {batch}: batch size
  • {reg}: the L2 regularization coefficient is 0.{reg}
  • {lr}: the initial learning rate is 0.{lr}