xuan-li / 270A-Project

270A-Project

Reproduce the following paper:

Jain, Prateek, Raghu Meka, and Inderjit Dhillon. "Guaranteed rank minimization via singular value projection." Advances in Neural Information Processing Systems 23 (2010).

Dependencies

install miniconda

https://docs.conda.io/en/latest/miniconda.html

create virtual environment

Activate the base environment of conda. Then execute the following:

conda create -n env_name_of_your_choice python=3.10
conda activate env_name_of_your_choice

install torch

https://pytorch.org/get-started/locally/

install other depandencies

pip install -r requirements.txt

Run

python run.py --config=example/random_matrix.py