Noise detection project

Requirements

pip install -r requirements.txt

How to use

Generate reconstructed data from specific method of reconstruction (run only once time or clean data folder before):

python generate_reconstructed_data.py -h

Generate custom dataset from one reconstructed method or multiples (implemented later)

python generate_dataset.py -h

Reconstruction parameter

List of expected parameter by reconstruction method:

svd: Singular Values Decomposition
- Param definition: interval data used for reconstruction (begin, end)
- Example: "100, 200"
ipca: Iterative Principal Component Analysis
- Param definition: number of components used for compression and batch size
- Example: "50, 32"
fast_ica: Fast Iterative Component Analysis
- Param definition: number of components used for compression
- Example: "50"

Modules

This project contains modules:

modules/utils/config.py: Store all configuration information about the project and dataset information
modules/utils/data.py: Usefull methods used for dataset

All these modules will be enhanced during development of the project

License