Commit Graph

255 Commits

Author SHA1 Message Date
Raghav RV 9a12555e6d [MRG+1] ENH/MNT Rename labels --> groups in CV tools (#6660) 2016-09-11 19:14:41 +02:00
Andreas Mueller 6972d6c15c DOC minor doc fixes for sphinx. (#7357) 2016-09-08 10:07:40 +10:00
Raghav R V 4dbab2680e results_ --> cv_results_; "test_mean_score" --> "mean_test_score" et al. 2016-09-06 18:46:09 +02:00
Olivier Grisel 5daee9627d DOC fix iterated_power='auto' in doctests 2016-09-06 11:11:07 +02:00
Preston Parry 58b35d8b9f DOC Updates sklearn naming convention for consistency (#7268)
* Updates sklearn naming convention for consistency

* minor grammar fix

* clarifies source of string vs. function cosine
2016-08-29 08:20:13 +10:00
Yen 42120e50bb [MRG+1] Rename CV params n_{folds,iter} to n_splits (#7187)
* Rename n_iter to n_splits

* Fix bug

* Fix examples

* Add spaces

* Rename n_folds to n_splits

* Fix error

* Fix doc

* Fix doc

* Fix example

* Rename variables name

* PEP8

* Fix error message

* Add whats_new

* Fix test

* Fix doc

* Fix doc

* Make test clear
2016-08-16 13:56:55 -07:00
Jessica Yung c99aadad1e DOC Typo: consequective -> consecutive (#7171) 2016-08-10 21:37:20 +10:00
Óscar Nájera acef8cd671 Sphinx-doc absolute path for auto_example images 2016-08-03 20:23:50 +02:00
Óscar Nájera d6be865a32 References to examples 2016-08-03 20:23:50 +02:00
Óscar Nájera 7ec54472fd Add carousel
Fix reference link
2016-08-03 20:23:50 +02:00
Óscar Nájera 3d79f03199 update reference namespace in gallery scripts 2016-08-03 20:23:50 +02:00
Óscar Nájera bd5cecce44 update references link namespace 2016-08-03 20:23:50 +02:00
Óscar Nájera 04116ce286 update image sources namespace 2016-08-03 20:23:50 +02:00
Nate George 9b25f5d37a Fix docs links (#7005)
* docs: fix broken and redirect links

see #7000

* docs: fix links

see #7000

* docs: merge with master

* docs: fix fnrs and tinyclues logo links

* docs: fix link reference in text

* docs: fix typo

* docs: added back in metaoptimize-qa paragraph

* docs: update language for defunct site

* docs: update stackexchange section

* docs: remove defunct site, move quora to top

* docs: remove defunct link and rearrange links
2016-07-27 16:58:25 -04:00
Inki Hwang a2dac46e71 Fix minor typo in doc (#7001) 2016-07-16 08:39:10 +02:00
Rohan Jain 4a2bc34be2 DOC Fix text data tutorial (#6923)
- Fix a typo.
 - Fix a floating point error in doctests.
 - Fix `VisibleDepricationWarning` due to conversion of an array with
   ndim > 0 to an index.
 - Convert `print` to `log` to avoid doctests failure.

Fixes: #6927

Signed-off-by: Rohan Jain <crodjer@gmail.com>
2016-06-23 15:29:52 +10:00
Raghav R V afd5d18b0c [MRG] ENH Restructure grid_scores_ into a dict of 1D arrays
Also, DOC what's new section for model_selection changes
2016-06-16 12:23:04 +10:00
Robert Lutz 0c879ba551 [MRG+1] Fix: Replace pylab with matplotlib.pyplot #6754 (#6762)
* Fix: Replace pylab with matplotlib.pyplot #6754

 - one instance of 22 occurrences of pylab replaced with matplotlib.pyplot
 - bench_glm.py now free of pylab references
 - code executes properly

* Fix: Replace pylab with matplotlib.pyplot #6754

- one instance of 21 remaining occurrences of pylab replaced with
    matplotlib.pyplot
- bench_glmnet.py now free of pylab references
- code does not execute for extraneous reason: ImportError: No module named
    glmnet.elastic_net

* Fix: Replace pylab with matplotlib.pyplot #6754

- one instance of 19 occurrences of pylab replaced with matplotlib.pyplot
- bench_lasso.py now free of pylab references
- code executes properly

* Fix: Replace pylab with matplotlib.pyplot #6754

- one instance of 18 occurrences of pylab replaced with matplotlib.pyplot
- bench_plot_neighbors.py now free of pylab references
- code executes properly

* Fix: Replace pylab with matplotlib.pyplot #6754

- one instance of 17 occurrences of pylab replaced with matplotlib.pyplot
- bench_plot_omp_lars.py now free of pylab references
- code does not execute for extraneous reasons:
    - File "bench_plot_omp_lars.py", line 111, in <module>
    - ax = fig.add_subplot(1, 2, i)
    - ValueError: num must be 1 <= num <= 2, not 0
    - line 111 should probably be ax = fig.add_subplot(1, 2, i+1)

* Fix: Replace pylab with matplotlib.pyplot #6754

- bench_plot_parallel_pairwise.py now free of pylab references
- code executes properly

* Fix: Replace pylab with matplotlib.pyplot #6754

- bench_plot_ward.py now free of pylab references
- code executes properly

* Fix: Replace pylab with matplotlib.pyplot #6754

- bench_sgd_regression.py now free of pylab references
- code executes properly

* Fix: Replace pylab with matplotlib.pyplot #6754

- bench_tree.py now free of pylab references
- code executes properly

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- bench_glm.py clean

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- bench_glm.py clean of pl
- code does not execute for extraneous reasons

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- bench_lasso.py clean of pl
- code executes properly

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- bench_plot_neighbors.py clean of pl
- code executes properly

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- bench_plot_omp_lars.py clean of pl
- code does not execute for extraneous reasons

* fix: Fix bug that prevented graphs from displaying

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- bench_plot_parallel_pairwise.py clean of pl
- code executes properly

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- bench_plot_ward.py clean of pl
- code executes properly

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- bench_sgd_regression.py clean of pl
- code executes properly

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- bench_tree.py clean of pl
- code executes properly

* docs: removed pylab references from comments

* docs: removed all pylab references

- replaced with matplotlib.pyplot
- pl --> plt

* docs: removed pylab references from comments

- replaced with matplotlib.pyplot
- pl --> plt

* docs: removed all pylab references

- replaced with matplotlib.pyplot
- pl --> plt

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- mlcomp_sparse_document_classification.py clean of pl

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- plot_gpr_noisy_targets.py clean of pl
- code does not execute for extraneous reasons
  - File "examples/gaussian_process/plot_gpr_noisy_targets.py", line 31, in
      <module>
  - from sklearn.gaussian_process import GaussianProcessRegressor
  - ImportError: cannot import name GaussianProcessRegressor

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- plot_gpc_isoprobability.py clean of pl
- code does not execute for extraneous reasons
  - File "examples/gaussian_process/plot_gpc_isoprobability.py", line 24, in
      <module>
  - from sklearn.gaussian_process import GaussianProcessClassifier
  - ImportError: cannot import name GaussianProcessClassifier

* docs: removed all pylab references

- replaced with matplotlib.pyplot
- pl --> plt

* docs: removed all pylab references

- replaced with matplotlib.pyplot

* refactor: Replace pl with plt

- replace instances of pl (as on import pylab as pl)
  with plt (as in import matplotlib.pyplot as plt)
- plot_sparse_coding.py clean of pl
- code executes properly

* docs: removed all pylab references

- replaced with matplotlib.pyplot

* docs: removed all pylab references

- replaced with matplotlib.pyplot

* style: Indent properly

* style: indent properly

* style: Indent properly

* docs: Add missing .pyplot

* docs: Fix typo

* style: Indent properly
2016-05-10 11:34:33 +02:00
Andreas Mueller 7efeb5ab60 ENH added elkan k_means algorithm
renamed elkan -> triangle_inequality, lloyd-> full

pep8, rename _kmeans_single -> _kmeans_single_lloyd

add a docstring to elkans k-means in cython.

fixed text for full

Fixed elkans kmeans so that predict is same as labels

Added test to ensure full and triangle_inequality give same results

changed triangle_inequality to elkan

Addressed review comments

removed rebase artifacts

correct whats_new

moved enhancement bullet to 0.18

removed extra newline

strong typing dor prototype

fixed random state

removed c file

removed merge artifacts

removed entry from 0.17

Add documentation and inline_comments to _k_means_elkan.pyx

Minor rearrngement of docstring sentences

removed call to np.sort to improve speed for large number of clusters

replced logic with call to np.partition

Fallback to sort if partition does not exist

use partition from fixes rather than numpy
2016-04-05 19:57:19 -04:00
Rémy Léone 9b7176dd9d [DOC] Fix broken links 2016-03-23 12:45:34 -07:00
giorgiop 328ebfa865 ENH RandomizedPCA collapsed into PCA 2016-03-11 09:10:37 +11:00
YenChenLin ca4c727e22 Fix misuse of it's 2016-02-26 10:16:28 +08:00
YenChenLin 46fc1be145 Remove redundant words in sklearn 2016-02-23 16:54:03 +08:00
SmedbergM 765f77e2c4 Read web pages as UTF-8 by default. Use with-blocks to open files. 2016-02-16 16:14:42 +01:00
Nelson Liu fcfaa5fc37 Updated examples and tests that use scipy's lena
scipy.misc.lena will be removed in scipy version 0.17.
This changes the example to use scipy.misc.face instead.
2016-02-11 09:13:40 +01:00
Paul Strickland ef307ecf9c Correct typo in ``decomposition.rst``. Merge latest changes. 2016-02-06 14:47:11 +00:00
seales 0485ada58b General spelling fixes 2015-12-16 09:46:42 -08:00
Rémy Léone 4d2fe36252 dict.has_key() deprecated 2015-11-19 17:16:44 +01:00
Taranjeet 34f9367bbf grammatical fix in tutorial.rst under basic category 2015-11-07 23:09:27 +05:30
Rémy Léone f8eb351121 Useless trailing semicolon 2015-11-01 19:56:29 +01:00
Raghav R V f67e911124 DOC Modify documentation/examples for the new model_selection module 2015-10-29 16:49:23 +01:00
Andreas Mueller 6dd6f8ffe8 minor fixes to the doc build 2015-09-11 17:32:51 -04:00
TomDLT 94eb61960a ENH add sag solver in LogisticRegression and Ridge 2015-09-10 13:28:02 -04:00
Vighnesh Birodkar 2f099334f9 MAINT deprecate 1d input arrays for all estimators
Passing 1D arrays to check_array, without setting `ensure_2d` to false now
raises a deprecation warning before reshaping it. This will later throw an
error.

All Scaler classes also throw warnings when 1D arrays are passed.

All unit tests/doctests are modified to ensure that no 1D arrays are passed,
except in explicit 1D array tests where the warnings have been silenced.

Additional tests are also included which check for different 1D array cases.

2D array tests with one samples and one features are also added and where
they failed, `check_array` call has been modified to give a more useful error
message
2015-09-09 15:49:58 +02:00
Gael Varoquaux fb58d37846 Merge branch 'master' into pr_4009
Conflicts:
	sklearn/neighbors/ball_tree.c
	sklearn/neighbors/dist_metrics.c
	sklearn/neighbors/dist_metrics.pyx
	sklearn/neighbors/kd_tree.c
	sklearn/neighbors/tests/test_neighbors.py
2015-08-30 11:54:40 +01:00
Joel Nothman 99d08b571e DOC organise documentation hierarchy / table of contents 2015-06-12 08:09:41 +10:00
Lars Buitinck 567a956338 Merge branch 'pr/4714' + pep8 fixes
Conflicts:
	doc/modules/model_persistence.rst
	doc/modules/pipeline.rst
	doc/modules/svm.rst
	doc/tutorial/basic/tutorial.rst
	doc/tutorial/statistical_inference/supervised_learning.rst
	sklearn/svm/classes.py
2015-06-08 11:31:51 +02:00
Shivan Sornarajah 41788c353b Changed SVM to use gamma='auto' by default. Deprecated gamma=0.0. 2015-06-05 22:47:43 +01:00
Andreas Mueller 6d4bcda876 ENH refactor OVO decision function, use it in SVC for sklearn-like decision_function shape 2015-06-05 13:14:45 -04:00
Andreas Mueller 867da316ff DOC minor sphinx fixes 2015-06-04 16:29:19 -04:00
Christof Angermueller 0fe613ebab Add conventions section to userguide 2015-04-15 11:09:32 -04:00
Andreas Mueller deeaf0ad35 change default to shuffle=True in SGDClassifier and friends. 2015-03-03 11:56:23 -05:00
Andreas Mueller 9bc4de8dae some fixes for sphinx and in examples 2015-03-02 12:50:53 -05:00
Nikolay Mayorov 63039b24bc Added multithreading support for kneighbors search 2015-02-19 13:15:55 +03:00
Andreas Mueller e936dfa641 search C not gamma of linear svm in tutorial 2015-01-27 18:15:36 -05:00
Randall Mason 164381c3ea Spelling in heading newgroups -> newsgroups
The section title is "newgroups", this fixes it so that it matches the rest of the document.
2014-12-25 15:18:33 +02:00
Manoj-Kumar-S e915fcc3ab Changed default argument of precompute in ElasticNet and Lasso
Setting precompute to "auto" was found to be slower when n_samples > n_features
since the computation of the Gram matrix is computationally expensive and
outweighs the benefit of fitting the Gram for just one alpha.
2014-10-03 18:25:12 +02:00
akshayah3 4f2ff2dd7a Small PEP8 fix, n_jobs attribute is compatible with both fit method and the constructor 2014-09-19 15:32:06 +05:30
akshayah3 25c03a7ff8 Added Deprecation warning 2014-09-19 14:39:35 +05:30
jnothman 75e11c0b50 Merge pull request #3591 from MechCoder/refactor_logreg
[MRG] MAINT: Remove BaseLibLinear for LogisticRegression
2014-08-30 21:22:07 +10:00