- Renato Avellar Nobre - 984405
- renato.avellarnobre@studenti.unimi.it
- Audio Pattern Recognition
- Università degli Studi di Milano
Every code needed for the project is on the main.ipynb file on the notebook folder This project notebook is already executed and should need to execute again to visualize its results. But if needed see the notes below for setting up the environment:
Both datasets in this notebook were modified to remove irrelevant data and thus improve storage usage. This notebooks is designed to work with this treated data. Therefore to run the notebook download the data in the link bellow unzip it, and move the both folders (coswara and kaggle) to inside this project data/raw folder.
https://drive.google.com/file/d/1lD00u79N3O7ELfj33GIm2Fy-oCzPoopx/view?usp=sharing
This project was developed with python 3.9.1 with the following packeges installed in pip:
absl-py==0.13.0 appdirs==1.4.4 appnope==0.1.2 astunparse==1.6.3 audioread==2.1.9 backcall==0.2.0 cachetools==4.2.2 certifi==2021.5.30 cffi==1.15.0 charset-normalizer==2.0.4 clang==5.0 cycler==0.10.0 decorator==5.0.9 dill==0.3.4 distlib==0.3.1 filelock==3.0.12 flatbuffers==1.12 gast==0.4.0 google-auth==1.35.0 google-auth-oauthlib==0.4.6 google-pasta==0.2.0 googleapis-common-protos==1.54.0 grpcio==1.39.0 h5py==3.1.0 idna==3.2 ipykernel==5.5.5 ipython==7.23.1 ipython-genutils==0.2.0 jedi==0.18.0 joblib==1.1.0 jupyter-client==6.1.12 jupyter-core==4.7.1 keras==2.6.0 Keras-Preprocessing==1.1.2 kiwisolver==1.3.2 librosa==0.8.1 llvmlite==0.38.0 Markdown==3.3.4 matplotlib==3.4.3 matplotlib-inline==0.1.2 numba==0.55.1 numpy==1.19.5 oauthlib==3.1.1 opt-einsum==3.3.0 packaging==21.3 pandas==1.4.0 parso==0.8.2 pbr==5.5.1 pexpect==4.8.0 pickleshare==0.7.5 Pillow==8.3.2 pooch==1.6.0 promise==2.3 prompt-toolkit==3.0.18 protobuf==3.17.3 ptyprocess==0.7.0 pyasn1==0.4.8 pyasn1-modules==0.2.8 pycparser==2.21 pydub==0.25.1 Pygments==2.9.0 pyparsing==2.4.7 python-dateutil==2.8.1 pytz==2021.3 pyzmq==22.1.0 requests==2.26.0 requests-oauthlib==1.3.0 resampy==0.2.2 rsa==4.7.2 scikit-learn==1.0.2 scipy==1.7.3 seaborn==0.11.2 six==1.15.0 sklearn==0.0 SoundFile==0.10.3.post1 stevedore==3.3.0 tensorboard==2.6.0 tensorboard-data-server==0.6.1 tensorboard-plugin-wit==1.8.0 tensorflow==2.6.0 tensorflow-addons==0.15.0 tensorflow-datasets==4.5.2 tensorflow-estimator==2.6.0 tensorflow-hub==0.12.0 tensorflow-metadata==1.6.0 termcolor==1.1.0 threadpoolctl==3.1.0 tornado==6.1 tqdm==4.62.3 traitlets==5.0.5 typeguard==2.13.3 typing-extensions==3.7.4.3 urllib3==1.26.6 virtualenv==20.4.3 virtualenv-clone==0.5.4 virtualenvwrapper==4.8.4 wcwidth==0.2.5 Werkzeug==2.0.1 wrapt==1.12.1