/GD_reprod

Primary LanguageJupyter Notebook

Gradient Descent Algorithm Reproduction Study

Repository used for reproduction study 18660 SP23.

Each script contains different algorithms implemented in Python, that is talked about in the paper:

Ihab F. Ilyas, Theodoros Rekatsinas, Vishnu Konda, Jeffrey Pound, Xiaoguang Qi, Mohamed Soliman. Saga: A Platform for Continuous Construction and Serving of Knowledge at Scale. In Proceedings of the 2022 International Conference on Management of Data

Wei directory contains the most up-to-date algorithmic implementation. All algorithms contained in 'Wei/algorithms.py'. To run experiments, use 'Wei/[dataset_name].py'.

scratch/Youngseok directory contains variety of scratch works, including future works to be performed using cross-validation and finding optimal weight w*.