* feat: optimizing the prune function at the apriori_algorithm.py archive
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix: fixing the unsorted importing statment
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix: fixing the key structure to a tuple that can be an hashable structure
* Update apriori_algorithm.py
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update apriori_algorithm.py
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
* Added t-SNE with Iris dataset example
* Added t-SNE with Iris dataset example
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Updated with descriptive variables
* Add descriptive variable names
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Add Descriptive Variable names
* Adding Descriptive variable names
* Update machine_learning/t_stochastic_neighbour_embedding.py
Co-authored-by: Christian Clauss <cclauss@me.com>
* Update machine_learning/t_stochastic_neighbour_embedding.py
Co-authored-by: Christian Clauss <cclauss@me.com>
* Improved line formatting
* Adding URL for t-SNE Wikipedia
* Apply suggestion from @cclauss
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Christian Clauss <cclauss@me.com>
* pre-commit autoupdate 2025-09-11
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
- Added PCA implementation with dataset standardization.
- Used Singular Value Decomposition (SVD) for computing principal components.
- Fixed import sorting to comply with PEP 8 (Ruff I001).
- Ensured type hints and docstrings for better readability.
- Added doctests to validate correctness.
- Passed all Ruff checks and automated tests.
* [pre-commit.ci] pre-commit autoupdate
updates:
- [github.com/astral-sh/ruff-pre-commit: v0.8.6 → v0.9.1](https://github.com/astral-sh/ruff-pre-commit/compare/v0.8.6...v0.9.1)
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update maths/dual_number_automatic_differentiation.py
* Update maths/dual_number_automatic_differentiation.py
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update dual_number_automatic_differentiation.py
* Update dual_number_automatic_differentiation.py
* No <fin-streamer> tag with the specified data-test attribute found.
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Christian Clauss <cclauss@me.com>
* issue #11150 Ensure explicit column selection and data type setting in data reading process.
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* updating DIRECTORY.md
* Fix some SIM114 per file ignores
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Fix review issue
---------
Co-authored-by: MaximSmolskiy <MaximSmolskiy@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* Enable ruff S113 rule
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* Enable ruff E741 rule
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* Enable ruff ICN001 rule
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* Enable ruff PLR5501 rule
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* fix: function name typo
Signed-off-by: guoguangwu <guoguangwug@gmail.com>
* lfu_cache.py: Use f-strings
* rsa_cipher.py: Use f-strings
---------
Signed-off-by: guoguangwu <guoguangwug@gmail.com>
Co-authored-by: Christian Clauss <cclauss@me.com>
* Added Gradient Boosting Classifier
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update gradient_boosting_classifier.py
* Update gradient_boosting_classifier.py
* Update gradient_boosting_classifier.py
* Update gradient_boosting_classifier.py
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* Added automatic differentiation algorithm
* file name changed
* Resolved pre commit errors
* updated dependency
* added noqa for ignoring check
* adding typing_extension for adding Self type in __new__
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* sorted requirement.text dependency
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* resolved ruff
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* added mean absolute error to loss_functions.py
* added doctest to mean absolute error to loss_functions.py
* fixed long line in loss_functions.py
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fixed error in MAE
* Update machine_learning/loss_functions.py
Co-authored-by: Tianyi Zheng <tianyizheng02@gmail.com>
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Tianyi Zheng <tianyizheng02@gmail.com>
* added mean absolute percentage error
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* added mean_absolute_percentage_error
* added mean_absolute_percentage_error
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* added mean_absolute_percentage_error
* added mean_absolute_percentage_error
* added mean absolute percentage error
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* added mean absolute percentage error
* added mean absolute percentage error
* added mean absolute percentage error
* added mean absolute percentage error
* added mean absolute percentage error
* Update machine_learning/loss_functions.py
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Tianyi Zheng <tianyizheng02@gmail.com>
* Added Binary Focal Cross Entropy
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Fixed Issue
* Fixed Issue
* Added BFCE loss to loss_functions.py
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update machine_learning/loss_functions.py
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Tianyi Zheng <tianyizheng02@gmail.com>
* Add: FP Growth Algorithm
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* changes names
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Revert "changes names"
This reverts commit c0470094d01391294617df6a92734b78b470b127.
* refactore code
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update frequent_pattern_growth.py
---------
Co-authored-by: Jeel Gajera <jeelgajera00@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Christian Clauss <cclauss@me.com>
* Added Mean Squared Logarithmic Error (MSLE)
* Added Mean Squared Logarithmic Error (MSLE)
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* Adds exponential moving average algorithm
* code clean up
* spell correction
* Modifies I/O types of function
* Replaces generator function
* Resolved mypy type error
* readibility of code and documentation
* Update exponential_moving_average.py
* Adds hinge loss function
* suggested doc and refactoring changes
* refactoring
---------
Co-authored-by: Christian Clauss <cclauss@me.com>
* feat: adding Apriori Algorithm
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix: doctest, typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix: type error, code refactore
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix: refactore code
* fix: doctest
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix: E501, B007
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix: err
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix: arg typ err
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix: typo
* fix: typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Replace generate_candidates() with itertools.combinations()
* mypy
* Update apriori_algorithm.py
---------
Co-authored-by: Jeel Gajera <jeelgajera00@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Christian Clauss <cclauss@me.com>