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GitHub / RichardFindlay / day-ahead-probablistic-forecasting-with-quantile-regression
Using an integrated pinball-loss objective function in various recurrent based deep learning architectures made with keras to simultaneously produce probabilistic forecasts for UK wind, solar, demand and price forecasts.
Stars: 21
Forks: 4
Open Issues: 1
License: None
Language: Python
Repo Size: 718 MB
Dependencies:
148
Created: over 2 years ago
Updated: 5 months ago
Last pushed: over 1 year ago
Last synced: 4 months ago
Topics: cnn, d3-visualization, deep-learning, encoder-decoder, interactive-visualizations, keras, lstm, pinball-loss, quantile-regression, renewable-energy
Files
Dependencies
- Babel ==2.9.0
- FLORIS ==2.2.3
- ImageHash ==4.2.0
- Jinja2 ==2.11.2
- Js2Py ==0.70
- Keras ==2.4.3
- Keras-Preprocessing ==1.1.2
- Markdown ==3.2.2
- MarkupSafe ==1.1.1
- Pillow ==6.2.2
- PyPrind ==2.11.2
- PyWavelets ==1.1.1
- PyYAML ==5.4.1
- Pygments ==2.7.4
- Sphinx ==3.4.3
- Werkzeug ==1.0.1
- absl-py ==0.11.0
- aiohttp ==3.7.4
- alabaster ==0.7.12
- alpaca ==1.0.0
- alpaca-trade-api ==1.4.0
- appdirs ==1.4.4
- arrow ==0.17.0
- astunparse ==1.6.3
- asv ==0.4.2
- async-timeout ==3.0.1
- attrs ==20.3.0
- beautifulsoup4 ==4.9.3
- black ==20.8b1
- boto3 ==1.16.23
- botocore ==1.19.23
- cachetools ==4.1.1
- cdsapi ==0.5.1
- certifi ==2020.6.20
- cfgv ==3.2.0
- cftime ==1.1.3
- chardet ==3.0.4
- click ==7.1.2
- cloudpickle ==1.6.0
- coloredlogs ==15.0
- configparser ==5.0.1
- cycler ==0.10.0
- decorator ==4.4.2
- distlib ==0.3.1
- docopt ==0.6.2
- docutils ==0.16
- ez-setup ==0.9
- filelock ==3.0.12
- flatbuffers ==1.12
- future ==0.18.2
- gast ==0.3.3
- google-auth ==1.18.0
- google-auth-oauthlib ==0.4.1
- google-pasta ==0.2.0
- grpcio ==1.32.0
- gym ==0.18.0
- h5py ==2.10.0
- humanfriendly ==9.1
- identify ==1.5.12
- idna ==2.10
- imageio ==2.9.0
- imageio-ffmpeg ==0.4.3
- imagesize ==1.2.0
- iniconfig ==1.1.1
- iris ==1.0.7
- jmespath ==0.10.0
- joblib ==0.16.0
- kiwisolver ==1.2.0
- lxml ==4.6.3
- matplotlib ==3.3.0
- mdolab-baseclasses ==1.4.0
- memory-profiler ==0.57.0
- moviepy ==1.0.3
- msgpack ==1.0.2
- multidict ==5.2.0
- mypy-extensions ==0.4.3
- netCDF4 ==1.5.3
- nodeenv ==1.5.0
- nose ==1.3.7
- numpy ==1.21.2
- oauthlib ==3.1.0
- opt-einsum ==3.3.0
- packaging ==20.8
- pandas ==1.2.3
- pathspec ==0.8.1
- petsc ==3.14.3
- petsc4py ==3.14.1
- pipwin ==0.5.0
- pluggy ==0.13.1
- pockets ==0.9.1
- pre-commit ==2.9.3
- proglog ==0.1.9
- proj ==0.2.0
- protobuf ==3.12.2
- psutil ==5.7.2
- py ==1.10.0
- pySmartDL ==1.3.4
- pyasn1 ==0.4.8
- pyasn1-modules ==0.2.8
- pyglet ==1.5.0
- pyjsparser ==2.7.1
- pyparsing ==2.4.7
- pyproj ==3.0.0.post1
- pytest ==6.2.1
- python-dateutil ==2.8.1
- pytz ==2020.1
- regex ==2020.11.13
- requests ==2.24.0
- requests-oauthlib ==1.3.0
- rsa ==4.6
- s3transfer ==0.3.3
- scikit-learn ==0.23.1
- scipy ==1.6.2
- seaborn ==0.11.1
- six ==1.15.0
- sklearn ==0.0
- snowballstemmer ==2.0.0
- soupsieve ==2.1
- sphinx-copybutton ==0.3.1
- sphinx-gallery ==0.8.2
- sphinx-panels ==0.5.2
- sphinx-rtd-theme ==0.5.1
- sphinxcontrib-applehelp ==1.0.2
- sphinxcontrib-devhelp ==1.0.2
- sphinxcontrib-htmlhelp ==1.0.3
- sphinxcontrib-jsmath ==1.0.1
- sphinxcontrib-napoleon ==0.7
- sphinxcontrib-qthelp ==1.0.3
- sphinxcontrib-serializinghtml ==1.1.4
- sqlitedict ==1.7.0
- tensorboard ==2.4.0
- tensorboard-plugin-wit ==1.7.0
- tensorflow ==2.4.1
- tensorflow-estimator ==2.4.0
- termcolor ==1.1.0
- threadpoolctl ==2.1.0
- toml ==0.10.2
- tqdm ==4.59.0
- typed-ast ==1.4.2
- typing-extensions ==3.7.4.3
- tzlocal ==2.1
- urllib3 ==1.25.9
- virtualenv ==20.3.1
- websocket-client ==1.2.1
- websockets ==9.1
- wget ==3.2
- wrapt ==1.12.1
- yarl ==1.7.0