Aaron Kramer
Pramit Choudhary
Ben Van Dyke
Alvin Thai
Nitin Pasumarthy
Guillaume Lemaitre
Dave Thompson
2018-05-16
<p>New Feature:</p>
<ul>
<li>Added new interface <code>skater.core.local_interpretation.dnni.deep_interpreter.DeepInterpreter</code> for interpreting tensorflow and Keras based models</li>
<li>enabling support for interpreting DNNs using gradient-based e-LRP and Integrated Gradient through <code>DeepInterpreter.explain</code></li>
<li>added support to visualize relevance/attribution scores for interpreting image and text inputs<ul>
<li><code>skater.core.visualizer.image_relevance_visualizer.visualize</code><ul>
<li><code>skater.core.visualizer.text_relevance_visualizer import build_visual_explainer, show_in_notebook</code></li>
</ul>
</li>
</ul>
</li>
<li>user-friendly Utility functions to generate simple yet effective conditional adversarial examples for image
inputs<ul>
<li><code>skater.util.image_ops import load_image, show_image, normalize, add_noise, flip_pixels, image_transformation</code></li>
<li><code>skater.util.image_ops import in_between, greater_than, greater_than_or_equal</code></li>
</ul>
</li>
<li>More interactive notebook use-cases for building and interpreting DNNs for evaluating model stability/identifying blind spots </li>
<li>Updates to documentation, <a href="https://datascienceinc.github.io/Skater/overview.html">https://datascienceinc.github.io/Skater/overview.html</a></li>
<li>New section summarizing Notebook examples <a href="https://datascienceinc.github.io/Skater/gallery.html">https://datascienceinc.github.io/Skater/gallery.html</a></li>
<li>Other bug fixes</li>
</ul>
<p>Credits:</p>
<ul>
<li>Special thanks to Marco Ancona(@marcoancona) for guiding in enabling this feature within Skater. </li>
<li>Thanks to all other contributors for helping move the library forward every day.</li>
</ul>
https://doi.org/10.5281/zenodo.1248216
oai:zenodo.org:1248216
Zenodo
https://github.com/datascienceinc/Skater/tree/v1.1.1-b1
https://doi.org/10.5281/zenodo.1198884
info:eu-repo/semantics/openAccess
Other (Open)
datascienceinc/Skater: Skater 1.1.1-b1
info:eu-repo/semantics/other