ML_based_analysis_of_sound

Machine Learning-Based Analysis of Music and Sound in Martial Arts Films

Project Board

Setup

Install prequisites on your machine

git, python3, pip, make

Setup environment

# Create virtual environment
python -m venv .venv

# On Linux/Mac:
source .venv/bin/activate   

# On Windows (cmd.exe)
.venv\Scripts\activate.bat

# On Windows (PowerShell)
. .venv\Scripts\Activate.ps1

# Install dependencies
pip install -r requirements.txt

Activate environment (venv) on every new terminal

Run the project

refer to the make file for command lines

make chinese_all # generates dataset from video files

Workflow

Install IRMAS datasets at following locations

data/audio/IRMAS/IRMAS-TestingData-Part1 data/audio/IRMAS/IRMAS-TrainingData

Run preprocessing pipeline to generate the dataset

make manifests
make generate_irmas_train_mels
generate_irmas_test_mels