XAI
- A Unified Approach to Interpreting Model Predictions [Paper Link] [Review]
- "Why Should I Trust You?": Explaining the Predictions of Any Classifier [Abstract]
Classification
- Efficient Decision Tree Construction on Streaming Data [Paper Link] [Review]
Clustering
- Support Vector Clustering [Paper Link] [Review] [Video]
Probabilistic Modelling
- Bayesian Hierarchical Model for Learning Natural Scene Categories [Paper Link] [Review] [Video]
Neural Networks
- You Only Look Once: Unified, Real-Time Object Detection [Paper Link] [Review] [Video]
- Interpreting CNNs via Decision Trees [Paper Link] [Review]
Application(General)
Molecular Machine Learning
- Using Rule-Based Labels for Weak Supervised Learning: A ChemNet for Transferable Chemical Property Prediction [Paper Link] [Review]
Artificial Intelligence in Medecine
- A deep learning system for differential diagnosis of skin diseases [Paper Link] [Review]
- Modeling Patterns of Smartphone Usage and their Relationship to Cognitive Health [Paper Link] [Review]
Computer Vision
Reading List
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