Python implementation of Least Squares Support Vector Machine for classification on CPU (NumPy) and GPU (PyTorch).
RomuloDrumond, updated
🕥
2023-02-10 23:09:12
Overview
This repository contains a python implementation of the Least Squares Support Vector Machine (LSSVM) model on CPU and GPU, you can find a bit of theory and usage of the code on the LSSVC.ipynb jupyter notebook. For a more enjoyable view of the notebook: https://nbviewer.jupyter.org/github/RomuloDrumond/LSSVM/blob/master/LSSVC.ipynb
To install dependencies run pip install -r requirements.txt on the main directory.
Important libraries used:
- Pandas, for loading and preprocessing of the data;
- Sklearn, for scaling features;
- Numpy, for matrices computation on CPU version;
- PyTorch, for matrices computations on GPU version;
- Scipy, for the fast
cdistfunction;
Issues
Bump ipython from 7.16.3 to 8.10.0
opened on 2023-02-10 23:09:12 by dependabot[bot]Bumps ipython from 7.16.3 to 8.10.0.
Release notes
Sourced from ipython's releases.
See https://pypi.org/project/ipython/
We do not use GitHub release anymore. Please see PyPI https://pypi.org/project/ipython/
Commits
15ea1edrelease 8.10.0560ad10DOC: Update what's new for 8.10 (#13939)7557adeDOC: Update what's new for 8.10385d693Merge pull request from GHSA-29gw-9793-fvw7e548ee2Swallow potential exceptions from showtraceback() (#13934)0694b08MAINT: mock slowest test. (#13885)8655912MAINT: mock slowest test.a011765Isolate the attack tests with setUp and tearDown methodsc7a9470Add some regression tests for this changefd34cf5Swallow potential exceptions from showtraceback()- Additional commits viewable in compare view
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Bump jupyter-core from 4.5.0 to 4.11.2
opened on 2022-11-22 11:43:10 by dependabot[bot]Bumps jupyter-core from 4.5.0 to 4.11.2.
Release notes
Sourced from jupyter-core's releases.
4.11.1
What's Changed
- Fix inclusion of jupyter file and check in CI by
@blink1073in jupyter/jupyter_core#276Full Changelog: https://github.com/jupyter/jupyter_core/compare/4.11.0...4.11.1
4.11.0
What's Changed
- Use hatch backend by
@blink1073in jupyter/jupyter_core#265- is_hidden: Use normalized paths by
@martinRenouin jupyter/jupyter_core#271New Contributors
@martinRenoumade their first contribution in jupyter/jupyter_core#271Full Changelog: https://github.com/jupyter/jupyter_core/compare/4.10.0...4.11.0
4.10.0
What's Changed
- Update changelog for 4.9.2 by
@blink1073in jupyter/jupyter_core#252- Include all files from
jupyter_coreby@jonringerin jupyter/jupyter_core#253- Add project URLs to setup.cfg by
@tlinhartin jupyter/jupyter_core#254- Set up pre-commit by
@blink1073in jupyter/jupyter_core#255- [pre-commit.ci] pre-commit autoupdate by
@pre-commit-ciin jupyter/jupyter_core#257- Add flake8 and mypy settings by
@blink1073in jupyter/jupyter_core#256- Clean up CI by
@blink1073in jupyter/jupyter_core#258- Update changelog for 4.10 Release by
@blink1073in jupyter/jupyter_core#259New Contributors
@jonringermade their first contribution in jupyter/jupyter_core#253@tlinhartmade their first contribution in jupyter/jupyter_core#254@pre-commit-cimade their first contribution in jupyter/jupyter_core#257Full Changelog: https://github.com/jupyter/jupyter_core/compare/4.9.2...4.10.0
4.9.2
What's Changed
- set proper sys.argv[0] for subcommand by
@bnavigatorin jupyter/jupyter_core#248- Add explicit encoding in open calls by
@dlukesin jupyter/jupyter_core#249- jupyter_config_dir - reorder home_dir initialization by
@dharmaquarkin jupyter/jupyter_core#251New Contributors
@bnavigatormade their first contribution in jupyter/jupyter_core#248@dlukesmade their first contribution in jupyter/jupyter_core#249@dharmaquarkmade their first contribution in jupyter/jupyter_core#251Full Changelog: https://github.com/jupyter/jupyter_core/compare/4.9.1...4.9.2
Changelog
Sourced from jupyter-core's changelog.
Changes in jupyter-core
5.0.0
Major Changes
Prefer Environment Level Configuration
We now make the assumption that if we are running in a virtual environment, we should prioritize the environment-level
sys.prefixover the user-level paths. Users can opt out of this behavior by settingJUPYTER_PREFER_ENV_PATH, which takes precedence over our autodetection.Migrate to Standard Platform Directories
In version 5, we introduce a
JUPYTER_PLATFORM_DIRSenvironment variable to opt in to using more appropriate platform-specific directories. We raise a deprecation warning if the variable is not set. In version 6,JUPYTER_PLATFORM_DIRSwill be opt-out. In version 7, we will remove the environment variable checks and old directory logic.Drop Support for Python 3.7
We are dropping support for Python 3.7 ahead of its official end of life, to reduce maintenance burden as we add support for Python 3.11.
Enhancements made
- Use platformdirs for path locations #292 (
@blink1073)- Try to detect if we are in a virtual environment and change path precedence accordingly #286 (
@jasongrout)Bugs fixed
- Add current working directory as first config path #291 (
@blink1073)- Fix inclusion of jupyter file and check in CI #276 (
@blink1073)Maintenance and upkeep improvements
- Bump github/codeql-action from 1 to 2 #308 (
@dependabot)- Bump actions/checkout from 2 to 3 #307 (
@dependabot)- Add dependabot #306 (
@blink1073)- Adopt jupyter releaser #305 (
@blink1073)- Add more typing #304 (
@blink1073)- Require Python 3.8+ #302 (
@blink1073)- Use hatch backend #265 (
@blink1073)- Switch to flit build backend #262 (
@blink1073)- is_hidden: Use normalized paths #271 (
@martinRenou)Documentation
- Update broken link to
Contributingguide #289 (@jamesr66a)Contributors to this release
... (truncated)
Commits
a8eac8cRelease 4.11.21118c8cMerge pull request from GHSA-m678-f26j-3hrpd3f61f3Release 4.11.1e7eeb9eFix inclusion of jupyter file and check in CI (#276)035bf11Release 4.11.045aa28b[pre-commit.ci] pre-commit autoupdate (#273)73401cc[pre-commit.ci] pre-commit autoupdate (#272)bc6b771is_hidden: Use normalized paths (#271)be38e52[pre-commit.ci] pre-commit autoupdate (#270)7b790d8[pre-commit.ci] pre-commit autoupdate (#269)- Additional commits viewable in compare view
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