Commit Graph

176 Commits

Author SHA1 Message Date
Megan Payne
1a5d5cf93d
Mean absolute error (#10927)
* 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

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* fixed error in MAE

* Update machine_learning/loss_functions.py

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2023-10-26 01:31:47 -04:00
Humzafazal72
0ffe506ea7
added mean absolute percentage error (#10464)
* added mean absolute percentage error

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* added mean_absolute_percentage_error

* added mean_absolute_percentage_error

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* added mean_absolute_percentage_error

* added mean_absolute_percentage_error

* added mean absolute percentage error

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* 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

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2023-10-25 19:05:35 -04:00
Suyash Dongre
dc4e89805a
Added docstring/documentation for sigmoid_function (#10756)
* Added doctest for sigmoid_function

* Added doctest for sigmoid_function

* Added doctest for sigmoid_function
2023-10-23 01:27:33 -04:00
Ankit Avinash
abd6bca074
Added Binary Focal Cross Entropy (#10674)
* Added Binary Focal Cross Entropy

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* Fixed Issue

* Fixed Issue

* Added BFCE loss to loss_functions.py

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* Update machine_learning/loss_functions.py

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2023-10-23 01:24:51 -04:00
Jeel Gajera
47c19d9b2d
Add: FP Growth Algorithm (#10746)
* Add: FP Growth Algorithm

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* changes names

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* Revert "changes names"

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* refactore code

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* Update frequent_pattern_growth.py

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2023-10-21 16:51:29 +02:00
Tianyi Zheng
5645084dcd
Consolidate loss functions into a single file (#10737)
* Consolidate loss functions into single file

* updating DIRECTORY.md

* Fix typo

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2023-10-20 23:29:42 +02:00
Tianyi Zheng
51805338af
Fix ruff error in machine_learning/sequential_minimum_optimization.py (#10717)
* updating DIRECTORY.md

* Try to fix ruff error in sequential_minimum_optimization.py

* Update sequential_minimum_optimization.py

* Update sequential_minimum_optimization.py

* Update sequential_minimum_optimization.py

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2023-10-20 05:35:38 +02:00
Ankit Avinash
bd3072b845
Added Mean Squared Logarithmic Error (MSLE) Loss Function (#10637)
* Added Mean Squared Logarithmic Error (MSLE)

* Added Mean Squared Logarithmic Error (MSLE)

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2023-10-19 10:46:39 -04:00
Poojan Smart
361f64c21d
Adds hinge loss function algorithm (#10628)
* 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

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2023-10-18 10:09:13 -04:00
Jeel Gajera
d00888de76
feat: adding Apriori Algorithm (#10491)
* feat: adding Apriori Algorithm

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* fix: doctest, typo

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* fix: type error, code refactore

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* fix: refactore code

* fix: doctest

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* fix: E501, B007

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* fix: err

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* fix: arg typ err

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* fix: typo

* fix: typo

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* Replace generate_candidates() with itertools.combinations()

* mypy

* Update apriori_algorithm.py

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2023-10-15 23:49:53 +02:00
Tianyi Zheng
71b372f5e2
Remove doctest in xgboost_regressor.py main function (#10422)
* updating DIRECTORY.md

* updating DIRECTORY.md

* updating DIRECTORY.md

* updating DIRECTORY.md

* Update xgboost_regressor.py

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2023-10-14 15:34:05 +02:00
Christian Clauss
3f094fe49d
Ruff pandas vet (#10281)
* Python linting: Add ruff rules for Pandas-vet and Pytest-style

* updating DIRECTORY.md

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2023-10-11 14:30:02 -04:00
Kamil
0070739233
k_means_clust - change to remove warning (#10244)
* Replacing the generator with numpy vector operations from lu_decomposition.

* Revert "Replacing the generator with numpy vector operations from lu_decomposition."

This reverts commit ad217c6616.

* the change removes the warning:
/home/runner/work/Python/Python/machine_learning/k_means_clust.py:236: FutureWarning: The provided callable <function sum at 0x7f20c02034c0> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "sum" instead.
     .agg(

And

/home/runner/work/Python/Python/machine_learning/k_means_clust.py:236: FutureWarning: The provided callable <function mean at 0x7f3d7db1c5e0> is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "mean" instead.
     .agg(
2023-10-10 16:18:31 -04:00
Arnav Kohli
59fc0cefef
Added categorical_crossentropy loss function (#10152) 2023-10-10 09:20:49 -04:00
Kausthub Kannan
53d78b9cc0
Added Huber Loss Function (#10141) 2023-10-09 10:33:47 -04:00
Arnav Kohli
81b29066d2
Created folder for losses in Machine_Learning (#9969)
* Created folder for losses in Machine_Learning

* Update binary_cross_entropy.py

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* Update mean_squared_error.py

* Update binary_cross_entropy.py

* Update mean_squared_error.py

* Update binary_cross_entropy.py

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* Update mean_squared_error.py

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* Update mean_squared_error.py

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* Update binary_cross_entropy.py

* Update mean_squared_error.py

* Update binary_cross_entropy.py

* Update mean_squared_error.py

* Update machine_learning/losses/binary_cross_entropy.py

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* Update machine_learning/losses/mean_squared_error.py

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* Update mean_squared_error.py

* Update machine_learning/losses/mean_squared_error.py

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* Update binary_cross_entropy.py

* Update mean_squared_error.py

* Update binary_cross_entropy.py

* Update mean_squared_error.py

* Update mean_squared_error.py

* Update binary_cross_entropy.py

* renamed: losses -> loss_functions

* updated 2 files

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* Update mean_squared_error.py

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* Update mean_squared_error.py

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2023-10-08 12:04:43 -04:00
Christian Clauss
0f4e51245f
Upgrade to Python 3.12 (#9576)
* DRAFT: GitHub Actions: Test on Python 3.12

Repeats #8777
* #8777 

Some of our dependencies will not be ready yet.

* Python 3.12: Disable qiskit and tensorflow algorithms

* updating DIRECTORY.md

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2023-10-03 14:47:10 +05:30
Tianyi Zheng
280dfc1a22
Fix DeprecationWarning in local_weighted_learning.py (Attempt 2) (#9170)
* Fix DeprecationWarning in local_weighted_learning.py

Fix DeprecationWarning that occurs during build due to converting an
np.ndarray to a scalar implicitly

* DeprecationWarning fix attempt 2
2023-10-01 17:07:25 +13:00
Tianyi Zheng
5f8d1cb5c9
Fix DeprecationWarning in local_weighted_learning.py (#9165)
Fix DeprecationWarning that occurs during build due to converting an
np.ndarray to a scalar implicitly
2023-10-01 16:31:35 +13:00
Tianyi Zheng
76767d2f09
Consolidate the two existing kNN implementations (#8903)
* Add type hints to k_nearest_neighbours.py

* Refactor k_nearest_neighbours.py into class

* Add documentation to k_nearest_neighbours.py

* Use heap-based priority queue for k_nearest_neighbours.py

* Delete knn_sklearn.py

* updating DIRECTORY.md

* Use optional args in k_nearest_neighbours.py for demo purposes

* Fix wrong function arg in k_nearest_neighbours.py

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2023-09-27 14:01:18 +02:00
thor-harsh
84ec9414e4
Update k_means_clust.py (#8996)
* Update k_means_clust.py

* Apply suggestions from code review

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2023-09-27 02:31:42 -04:00
Amir Lavasani
211247ef82
Add MFCC Feature Extraction Algorithm (#9057)
* Add MFCC feature extraction to machine learning

* Add standalone usage in comments

* Apply suggestions from code review

Co-authored-by: Christian Clauss <cclauss@me.com>

* Delete empty junk file (#9062)

* updating DIRECTORY.md

* updating DIRECTORY.md

* Delete empty junk file

* updating DIRECTORY.md

* Fix ruff errors

* Fix more ruff errors

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* [main] Fix typo due to auto review change

* Add doctests for all functions

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* Add standalone usage in comments

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* [main] Fix typo due to auto review change

* Add doctests for all functions

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* Fix some pre-commit issues

* Update review issues
* Remove types from docstring
* Rename dct
* Add mfcc docstring
* Add typing to several functions

* Apply suggestions from code review

* Update mfcc.py

* get_filter_points() -> tuple[np.ndarray, np.ndarray]:

* algorithm

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2023-09-24 23:08:51 +02:00
Rohan Anand
dc50add8a7
Update xgboost_regressor.py (#9078)
* Update xgboost_regressor.py

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2023-09-23 10:51:36 +02:00
pre-commit-ci[bot]
421ace81ed
[pre-commit.ci] pre-commit autoupdate (#9013)
* [pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.0.285 → v0.0.286](https://github.com/astral-sh/ruff-pre-commit/compare/v0.0.285...v0.0.286)
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2023-08-29 15:18:10 +02:00
Adithya Awati
ac68dc1128
Fixed Pytest warnings for machine_learning/forecasting (#8958)
* updating DIRECTORY.md

* Fixed pyTest Warnings

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2023-08-14 01:34:16 -07:00
Adithya Awati
c290dd6a43
Update run.py in machine_learning/forecasting (#8957)
* Fixed reading CSV file, added type check for data_safety_checker function

* Formatted run.py

* updating DIRECTORY.md

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2023-08-14 00:16:24 -07:00
Tianyi Zheng
e406801f9e
Reimplement polynomial_regression.py (#8889)
* Reimplement polynomial_regression.py

Rename machine_learning/polymonial_regression.py to
machine_learning/polynomial_regression.py

Reimplement machine_learning/polynomial_regression.py using numpy
because the old original implementation was just a how-to on doing
polynomial regression using sklearn

Add detailed function documentation, doctests, and algorithm
explanation

* updating DIRECTORY.md

* Fix matrix formatting in docstrings

* Try to fix failing doctest

* Debugging failing doctest

* Fix failing doctest attempt 2

* Remove unnecessary return value descriptions in docstrings

* Readd placeholder doctest for main function

* Fix typo in algorithm description

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2023-07-28 20:17:46 +02:00
Christian Clauss
4b79d771cd
Add more ruff rules (#8767)
* Add more ruff rules

* Add more ruff rules

* pre-commit: Update ruff v0.0.269 -> v0.0.270

* Apply suggestions from code review

* Fix doctest

* Fix doctest (ignore whitespace)

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2023-05-26 09:34:17 +02:00
Tianyi Zheng
8102424950
local_weighted_learning.py: fix mypy errors and more (#8073) 2023-05-17 12:05:55 +12:00
Christian Clauss
4c1f876567
Solving the Top k most frequent words problem using a max-heap (#8685)
* Solving the `Top k most frequent words` problem using a max-heap

* Mentioning Python standard library solution in `Top k most frequent words` docstring

* ruff --fix .

* updating DIRECTORY.md

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2023-04-27 23:02:07 +05:30
Rohan Anand
bf30b18192
Update linear_discriminant_analysis.py and rsa_cipher.py (#8680)
* Update rsa_cipher.py by replacing %s with {}

* Update rsa_cipher.py

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* updated

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2023-04-24 07:28:30 +02:00
Diego Gasco
54dedf844a
Dimensionality reduction (#8590) 2023-04-17 10:34:22 +12:00
Genesis
7cdb011ba4
New gitter link added or replaced (#8551)
* New gitter link added

* ruff==0.0.258

* noqa: S310

* noqa: S310

* Update ruff.yml

* Add Ruff rule S311

* Ruff v0.0.259

* return ("{:08x}" * 5).format(*self.h)

* pickle.load(f)  # noqa: S301

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2023-03-26 17:19:18 +02:00
pre-commit-ci[bot]
3f9150c1b2
[pre-commit.ci] pre-commit autoupdate (#8294)
* [pre-commit.ci] pre-commit autoupdate

updates:
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* Fix PLR1711 Useless  statement at end of function

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2023-03-20 22:16:13 +01:00
Christian Clauss
c96241b5a5
Replace bandit, flake8, isort, and pyupgrade with ruff (#8178)
* Replace bandit, flake8, isort, and pyupgrade with ruff

* Comment on ruff rules

* updating DIRECTORY.md

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2023-03-15 13:58:25 +01:00
pre-commit-ci[bot]
8959211100
[pre-commit.ci] pre-commit autoupdate (#8177)
* [pre-commit.ci] pre-commit autoupdate

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2023-03-13 23:18:35 +01:00
Christian Clauss
64543faa98
Make some ruff fixes (#8154)
* Make some ruff fixes

* Undo manual fix

* Undo manual fix

* Updates from ruff=0.0.251
2023-03-01 17:23:33 +01:00
Christian Clauss
c909da9b08
pre-commit: Upgrade psf/black for stable style 2023 (#8110)
* pre-commit: Upgrade psf/black for stable style 2023

Updating https://github.com/psf/black ... updating 22.12.0 -> 23.1.0 for their `2023 stable style`.
* https://github.com/psf/black/blob/main/CHANGES.md#2310

> This is the first [psf/black] release of 2023, and following our stability policy, it comes with a number of improvements to our stable style…

Also, add https://github.com/tox-dev/pyproject-fmt and https://github.com/abravalheri/validate-pyproject to pre-commit.

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2023-02-01 18:44:54 +05:30
Tianyi Zheng
725731c8d2
Refactor local_weighted_learning.py to use np.array (#8069)
* updating DIRECTORY.md

* Format local_weighted_learning.py doctests for clarity

* Refactor local_weighted_learning.py to use np.array instead of np.mat

The np.matrix class is planned to be eventually depreciated in favor of
np.array, and current use of the class raises warnings in pytest

* Update local_weighted_learning.py documentation

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2023-01-02 14:07:39 +01:00
Victor Rodrigues da Silva
3f8b2af14b
Add autoclave cipher (#8029)
* Add autoclave cipher

* Update autoclave with the given suggestions

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* Fixing errors

* Another fixes

* Update and rename autoclave.py to autokey.py

* Rename gaussian_naive_bayes.py to gaussian_naive_bayes.py.broken.txt

* Rename gradient_boosting_regressor.py to gradient_boosting_regressor.py.broken.txt

* Rename random_forest_classifier.py to random_forest_classifier.py.broken.txt

* Rename random_forest_regressor.py to random_forest_regressor.py.broken.txt

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2022-12-18 23:26:39 +01:00
Christian Clauss
08c2245705
Upgrade to flake8 v6 (#8007)
* Upgrade to flake8 v6

* updating DIRECTORY.md

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2022-11-29 16:56:41 +01:00
Mark Mayo
f32d611689
clean of unnecessary checks, imports, calls (#7993) 2022-11-21 00:00:27 +13:00
Dhruv Manilawala
3bf86b91e7
fix: no implicit optional (#7984) 2022-11-15 14:55:14 +01:00
Caeden Perelli-Harris
f512b4d105
refactor: Move pascals triange to maths/ (#7932)
* refactor: Move pascals triange to maths/

* Update xgboost_classifier.py

* statsmodels is now compatible with Python 3.11

* statsmodels is now compatible with Python 3.11

* cython>=0.29.28

* cython>=0.29.28  # For statsmodels on Python 3.11

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2022-11-01 20:25:39 +01:00
Kushagra Makharia
69d04ff644
Added mean absolute error in linear regression (#7003)
* Added mean absolute error in linear regression

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* Code feedback changes

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* Apply suggestions from code review

* Update linear_regression.py

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2022-10-30 13:42:59 +01:00
Kushagra Makharia
47ddba1d91
Added cosine similarity (#7001)
* Added cosine similarity

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2022-10-29 17:38:40 +02:00
Andrey
cf08d9f5e7
Format docs (#7821)
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2022-10-29 08:26:19 +02:00
Christian Clauss
19bff003aa
Adopt Python >= 3.8 assignment expressions using auto-walrus (#7737)
* Adopt Python >= 3.8 assignment expressions using auto-walrus

* updating DIRECTORY.md

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2022-10-28 15:54:54 +02:00
Caeden Perelli-Harris
61eedc16c3
Remove useless code in doctests (#7733)
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2022-10-27 22:52:00 +02:00
Caeden Perelli-Harris
9bba42eca8
refactor: Indent ... for visual purposes (#7744) 2022-10-27 19:42:30 +02:00