תמונה6

Prof. Bin Yu lecture reference list:

Definitions, methods and applications in interpretable Machine Learning Paper: https://www.pnas.org/content/116/44/22071 (PNAS, 2019)

 

Adaptive Wavelet Distillation (AWD) code https://github.com/Yu-Group/adaptive-wavelets

Paper: https://arxiv.org/abs/2107.09145 (NeurIPS, 2021)

 

Interpretable ML/DL review paper (including CD, ACD and AWD) https://arxiv.org/abs/2108.06847

 

Veridical data science (PCS)

Paper: https://www.pnas.org/content/117/8/3920 (PNAS, 2020)

Breiman Lecture video on PCS: https://slideslive.com/38922599/veridical-data-science

Updated slides: https://www.stat.berkeley.edu/~binyu/ps/papers2020/Breiman19-NeurIPS-yu.pdf