Documentation
Why HPO-UQ?
While there is already a plethora of hyperparameter optimization tools publicly available for machine learning applications, none of them take into account an essential aspect of such models which is that neural network models are built using a stochastic solver approach. The HPO-UQ software was developed with the goal of implementing uncertainty quantification on the models’ parameters.
Copyright Notice
HYPPO Copyright (c) 2021, The Regents of the University of California, through Lawrence Berkeley National Laboratory (subject to receipt of any required approvals from the U.S. Dept. of Energy). All rights reserved.
If you have questions about your rights to use or distribute this software, please contact Berkeley Lab’s Intellectual Property Office at IPO@lbl.gov.
NOTICE. This Software was developed under funding from the U.S. Department of Energy and the U.S. Government consequently retains certain rights. As such, the U.S. Government has been granted for itself and others acting on its behalf a paid-up, nonexclusive, irrevocable, worldwide license in the Software to reproduce, distribute copies to the public, prepare derivative works, and perform publicly and display publicly, and to permit others to do so.
1 maintainer
Release files for hpo-uq 1.4.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| hpo-uq-1.4.0.tar.gz | 57.3 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| hpo_uq-1.4.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 133.1 kB
Release files / hpo-uq-1.4.0.tar.gz
| Download URL | hpo-uq-1.4.0.tar.gz |
|---|---|
| Size | 57.3 kB |
| Tags | Source |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.1 CPython/3.10.6
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Release files / hpo_uq-1.4.0-py3-none-any.whl
| Download URL | hpo_uq-1.4.0-py3-none-any.whl |
|---|---|
| Size | 75.7 kB |
| Tags | Python 3 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.1 CPython/3.10.6
|
