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# ExplainableAI.jl
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+ ## Version ` v0.6.2 `
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+ This is first release of ExplainableAI.jl as part of the
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+ [ Julia-XAI] ( https://github.com/Julia-XAI ) organization ([ #149 ] [ pr-149 ] )
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+ and the last release that includes LRP before it is moved to its own separate package.
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+
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+ - ![ Feature] [ badge-feature ] Add Concept Relevance Propagation analyzer ` CRP ` ([ #146 ] [ pr-146 ] , [ #148 ] [ pr-148 ] )
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+ - ![ Feature] [ badge-feature ] Add option to process heatmaps batch-wise
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+ using keyword argument ` process_batch=true ` ([ #146 ] [ pr-146 ] , [ #148 ] [ pr-148 ] )
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+ - ![ Bugfix] [ badge-bugfix ] Remove ` FlatRule ` on dense layers
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+ from ` EpsilonPlusFlat ` and ` EpsilonAlpha2Beta1Flat ` composite presets ([ #147 ] [ pr-147 ] )
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+
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## Version ` v0.6.1 `
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This release brings GPU support to all analyzers.
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- ![ Feature] [ badge-feature ] Support LRP on GPUs ([ #142 ] [ pr-142 ] , [ #140 ] [ pr-140 ] )
@@ -165,6 +176,10 @@ Performance improvements:
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![Maintenance][badge-maintenance]
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![Documentation][badge-docs]
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-->
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+ [ pr-149 ] : https://github.com/Julia-XAI/ExplainableAI.jl/pull/149
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+ [ pr-148 ] : https://github.com/Julia-XAI/ExplainableAI.jl/pull/148
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+ [ pr-147 ] : https://github.com/Julia-XAI/ExplainableAI.jl/pull/147
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+ [ pr-146 ] : https://github.com/Julia-XAI/ExplainableAI.jl/pull/146
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[ pr-145 ] : https://github.com/Julia-XAI/ExplainableAI.jl/pull/145
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[ pr-144 ] : https://github.com/Julia-XAI/ExplainableAI.jl/pull/144
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[ pr-142 ] : https://github.com/Julia-XAI/ExplainableAI.jl/pull/142
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name = " ExplainableAI"
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uuid = " 4f1bc3e1-d60d-4ed0-9367-9bdff9846d3b"
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authors = [" Adrian Hill" ]
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- version = " 0.6.1 "
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+ version = " 0.6.2 "
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[deps ]
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ColorSchemes = " 35d6a980-a343-548e-a6ea-1d62b119f2f4"
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Explainable AI in Julia.
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This package implements interpretability methods for black box models,
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- with a focus on local explanations and attribution maps.
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+ with a focus on local explanations and attribution maps in input space .
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It is similar to [ Captum] [ captum-repo ] and [ Zennit] [ zennit-repo ] for PyTorch
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and [ iNNvestigate] [ innvestigate-repo ] for Keras models.
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