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GitHub / rfonod / deepsleep2
A compact convolutional deep neural network with an encoder/decoder structure to detect at a 5-millisecond resolution level non-apnea sleep arousals from multi-channel polysomnographic recordings.
JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rfonod%2Fdeepsleep2
Stars: 6
Forks: 1
Open Issues: 0
License: mit
Language: Jupyter Notebook
Repo Size: 29.3 KB
Dependencies:
83
Created: over 2 years ago
Updated: about 1 year ago
Last pushed: about 2 years ago
Last synced: about 1 year ago
Topics: cnn, convolutional-neural-networks, deep-learning, encoder-decoder, multichannel, physionet, pytorch, segmentation, sleep-analysis, time-series, u-net
Files
Dependencies
- Cython ==0.29.23
- Jinja2 ==3.0.1
- MarkupSafe ==2.0.1
- Pillow ==8.2.0
- Pygments ==2.9.0
- QtPy ==1.9.0
- Send2Trash ==1.5.0
- appnope ==0.1.2
- argon2-cffi ==20.1.0
- astroid ==2.5.6
- async-generator ==1.10
- attrs ==21.2.0
- backcall ==0.2.0
- bleach ==3.3.0
- certifi ==2021.5.30
- cffi ==1.14.5
- cycler ==0.10.0
- decorator ==5.0.9
- defusedxml ==0.7.1
- entrypoints ==0.3
- h5py ==3.2.1
- ipykernel ==5.5.5
- ipython ==7.24.1
- ipython-genutils ==0.2.0
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- isort ==5.8.0
- jedi ==0.18.0
- joblib ==1.0.1
- jsonschema ==3.2.0
- jupyter ==1.0.0
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- kiwisolver ==1.3.1
- lazy-object-proxy ==1.6.0
- matplotlib ==3.4.2
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- mistune ==0.8.4
- nbclient ==0.5.3
- nbconvert ==6.0.7
- nbformat ==5.1.3
- nest-asyncio ==1.5.1
- notebook ==6.4.0
- numpy ==1.20.3
- packaging ==20.9
- pandas ==1.2.4
- pandocfilters ==1.4.3
- parso ==0.8.2
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- prometheus-client ==0.11.0
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- pylint ==2.8.3
- pyparsing ==2.4.7
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- python-dateutil ==2.8.1
- pytz ==2021.1
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- scikit-learn ==0.24.2
- scipy ==1.6.3
- seaborn ==0.11.1
- six ==1.16.0
- sklearn ==0.0
- terminado ==0.10.1
- testpath ==0.5.0
- threadpoolctl ==2.1.0
- toml ==0.10.2
- torch ==1.9.0
- torchsummary ==1.5.1
- tornado ==6.1
- tqdm ==4.61.1
- traitlets ==5.0.5
- typing-extensions ==3.10.0.0
- wcwidth ==0.2.5
- webencodings ==0.5.1
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- wrapt ==1.12.1