Interesting Reads 2020.12
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in Reading
The following resources are based on the Mechanisms of Action (MoA) Prediction competition.
Preprocessing
Quantile Normalization YT video
Extracting and Composing Robust Features with Denoising Autoencoders
Validation
On the Stratification of Multi-label Data
Multi-Label Sampling based on Local Label Imbalance
Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning
When Does Label Smoothing Help?
Methods
Multi-label deep learning with scikit-multilearn
TabNet: Attentive Interpretable Tabular Learning