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datascienceinc/Skater: Skater 1.1.1-b1

Authors: Aaron Kramer; Pramit Choudhary; Ben Van Dyke; Alvin Thai; Nitin Pasumarthy; Guillaume Lemaitre; Dave Thompson;

datascienceinc/Skater: Skater 1.1.1-b1

Abstract

New Feature: Added new interface skater.core.local_interpretation.dnni.deep_interpreter.DeepInterpreter for interpreting tensorflow and Keras based models enabling support for interpreting DNNs using gradient-based e-LRP and Integrated Gradient through DeepInterpreter.explain added support to visualize relevance/attribution scores for interpreting image and text inputs skater.core.visualizer.image_relevance_visualizer.visualize skater.core.visualizer.text_relevance_visualizer import build_visual_explainer, show_in_notebook user-friendly Utility functions to generate simple yet effective conditional adversarial examples for image inputs skater.util.image_ops import load_image, show_image, normalize, add_noise, flip_pixels, image_transformation skater.util.image_ops import in_between, greater_than, greater_than_or_equal More interactive notebook use-cases for building and interpreting DNNs for evaluating model stability/identifying blind spots Updates to documentation, https://datascienceinc.github.io/Skater/overview.html New section summarizing Notebook examples https://datascienceinc.github.io/Skater/gallery.html Other bug fixes Credits: Special thanks to Marco Ancona(@marcoancona) for guiding in enabling this feature within Skater. Thanks to all other contributors for helping move the library forward every day.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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