Data-Centric-AI
1.[Data-Centric AI #0] Introduction (IAP, 2023)
page: https://dcai.csail.mit.edu/1/17/23: Data-Centric AI vs. Model-Centric AI1/18/23: Label Errors1/19/23: Dataset Creation and Curation1/20/23:
2.[Data-Centric AI #1] Data-Centric AI vs. Model-Centric AI
Introduction Data-Centric AI vs. Model-Centric AILabel ErrorsDataset Creation and CurationData-centric Evaluation of ML ModelsClass Imbalance, Outlier
3.[Data-Centric AI #2] Label Errors (Confident Learning)
Introduction Data-Centric AI vs. Model-Centric AILabel ErrorsDataset Creation and CurationData-centric Evaluation of ML ModelsClass Imbalance, Outlier
4.[Data-Centric AI #3] Dataset Creation and Curation
Introduction Data-Centric AI vs. Model-Centric AILabel ErrorsDataset Creation and CurationData-centric Evaluation of ML ModelsClass Imbalance, Outlier
5.[Data-Centric AI #4] Data-centric Evaluation of ML Models
Introduction Data-Centric AI vs. Model-Centric AILabel ErrorsDataset Creation and CurationData-centric Evaluation of ML ModelsClass Imbalance, Outlier
6.[Data-Centric AI #5] Class Imbalance, Outliers, and Distribution Shift
Introduction Data-Centric AI vs. Model-Centric AILabel ErrorsDataset Creation and CurationData-centric Evaluation of ML ModelsClass Imbalance, Outlier