A collection of homework assignments from the Big Data course from Haifa University
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Updated
Dec 11, 2017 - Python
A collection of homework assignments from the Big Data course from Haifa University
Data Mining course at ETH Zürich.
Bayesian Coresets Construction with Accelerated Iterative Hard Thresholding (A-IHT).
[ICML 2021] "Efficient Lottery Ticket Finding: Less Data is More" by Zhenyu Zhang*, Xuxi Chen*, Tianlong Chen*, Zhangyang Wang
Coreset for Individual Fairness
Creating Coreset (small representative of big data) for Fair Regression Problem.
Online Coreset Selection for Rehearsal-based Continual Learning, ICLR 2022
An implementation of the algorithms from the camera-ready version of the paper "Coresets for Decision Trees of Signals" (NeurIPS'2021) by Ibrahim Jubran, Ernesto Evgeniy Sanches Shayda, Ilan Newman, and Dan Feldman.
The final project of the course "Sketching Methods in Data Analysis", given at Tel-Aviv University at Fall 2019
Fast and memory-efficient clustering + coreset construction, including fast distance kernels for Bregman and f-divergences.
(CVPR 2023) Coreset Sampling from Open-Set for Fine-Grained Self-Supervised Learning
Coresets for scalable robust pseudo-Bayesian inference
Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning
Awesome coreset/core-set/subset/sample selection works.
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