Sampling-and-sketching-methods-for-machine-learning

Introduction to data science course project

Dataset for coreset problems:

1. Covtype.binary dataset: https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html
2. Credit card dataset: https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients
3. Skin dataset: https://archive.ics.uci.edu/ml/datasets/Skin+Segmentation/

Dataset for feature reduction probles:

1. WebSpam dataset: Refered to in https://arxiv.org/pdf/1105.4385.pdf

Papers referred:

1. Training Support Vector Machines using Coresets by Baykal et al.
2. Coresets for data-efficient training of machine learning models by Mirzasoleiman et al.