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Papers from ADL COMSW4995

Books

Lecture 1

  • Feature Visualization html
  • Teachable Machine html
  • TensorFlow Demos htm

Lecture 2

  • Analyzing Classifiers: Fisher Vectors and Deep Neural Networks pdf
  • ConvNets and ImageNet Beyond Accuracy: Understanding Mistakes and Uncovering Biases pdf
  • Visual Information Theory html

Lecture 3

  • Visualizing what convnets learn notebook
  • Attenion Maps colab
  • “Why Should I Trust You?” Explaining the Predictions of Any Classifier pdf
  • LIME colab
  • Fast Style Transfer code
  • Colah's Blog html
  • Distill html
  • Very Deep Convolutional Networks for Large-Scale Image Recognition html
  • Deep Residual Learning for Image Recognition pdf
  • You Only Look Once: Unified, Real-Time Object Detection pdf
  • U-Net: Convolutional Networks for Biomedical Image Segmentation pdf

Lecture 4

  • Hidden Technical Debt in Machine Learning Systems pdf
  • Rethinking the Inception Architecture for Computer Vision pdf
  • “Why Should I Trust You?” Explaining the Predictions of Any Classifier pdf
  • LIME [code
  • Hidden Technical Debt in Machine Learning Systems pdf
  • What’s your ML Test Score? A rubric for ML roduction systems pdf