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Intel® Explainable AI Tools v0.3.0
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@ashahba ashahba released this 17 Mar 16:26
· 185 commits to main since this release
v0.3.0
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Learn about vigilant mode.

New Features:

  • Single installer for both Model card generator and Explainers

Explainers:

  • Unified Explainers' APIs
  • CAM explainer which utilizes XGradCAM, the SOTA CAM method
  • EigenCAM explainer for object detection model (FasterRCNN, YOLO)
  • Compatibility support for Frozen models introduced by SciPy 1.10

Jupyter Notebooks

  • ResNet50 ImageNet Classification using the CAM Explainer
  • Custom CNN MNIST Classification using the Attributions Explainer
  • Custom NN NewsGroups Classification using the Attributions Explainer
  • Custom CNN CIFAR-10 Classification using the Attributions Explainer
  • Multimodal Breast Cancer Detection Explainability
  • Fine Tuned Text Classifier with PyTorch using the Intel® Explainable AI API
  • Custom Neural Network Heart Disease Classification using the Attributions Explainer

Bug fixes:

  • Many documentation improvements
  • Improve test coverage for both Explainer and Model card generator-

Validated configuration

  • Ubuntu 20.04 LTS
  • Python 3.9
  • Intel® Optimization for TensorFlow 2.11.0
  • PyTorch 1.13.1
  • Torchvision 0.14.1
  • TensorFlow Hub 0.12.0

Known limitations

  • Intel® Explainable AI Tools in only supported on Python 3.9
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