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scikit-learn/examples/linear_model
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MechCoder 7e79adca9d Huber regressor 
Add gradient calculation in _huber_loss_and_gradient

Add tests to check the correctness of the loss and gradient

Fix for old scipy

Add parameter sigma for robust linear regression

Add gradient formula to robust _huber_loss_and_gradient

Add fit_intercept option and fix tests

Add docs to HuberRegressor and the helper functions

Add example demonstrating ridge_regression vs huber_regression

Add sample_weight implementation

Add scaling invariant huber test

Remove exp and add bounds to fmin_l_bfgs_b

Add sparse data support

Add more tests and refactoring of code

Add narrative docs

review huber regressor

Minor additions to docs and tests

Minor fixes that deals with dealing with NaN values in targets
and old verions of SciPy and NumPy

Add HuberRegressor to robust estimator

Refactored computation of gradient and make docs render properly

Temp

Remove float64 dtype conversion

trivial optimizations and add a note about R

Remove sample_weights special_casing

address @amueller comments
 		2016-02-25 16:31:08 -05:00
..
README.txt move around examples for better structure. 2014-07-17 09:35:30 +02:00
lasso_dense_vs_sparse_data.py Replacing the non-test .todense() methods with .toarray() 2014-05-20 21:16:34 -04:00
plot_ard.py General spelling fixes 2015-12-16 09:46:42 -08:00
plot_bayesian_ridge.py General spelling fixes 2015-12-16 09:46:42 -08:00
plot_huber_vs_ridge.py Huber regressor 2016-02-25 16:31:08 -05:00
plot_iris_logistic.py Updated examples to use pyplot for plotting instead of pylab 2014-05-15 02:18:07 +05:30
plot_lasso_and_elasticnet.py Added colorblind compatibility 2015-10-22 18:59:24 +02:00
plot_lasso_coordinate_descent_path.py FIX Explicitly specify the plot colors for each curve 2015-11-12 15:26:19 +01:00
plot_lasso_lars.py Updated examples to use pyplot for plotting instead of pylab 2014-05-15 02:18:07 +05:30
plot_lasso_model_selection.py Fixed pep8 violations. Some 'line too long' errors still remain. 2014-05-15 09:23:16 +05:30
plot_logistic.py CLN: Capitalize "Gaussian" in example docstrings 2014-06-01 16:53:23 -04:00
plot_logistic_l1_l2_sparsity.py use more interesting range for C in logistic l1 l2 example. 2014-07-16 15:55:48 -06:00
plot_logistic_multinomial.py ENH add multinomial SAG solver for LogisticRegression 2015-12-04 18:36:37 +01:00
plot_logistic_path.py Updated examples to use pyplot for plotting instead of pylab 2014-05-15 02:18:07 +05:30
plot_multi_task_lasso_support.py Added colorblind compatibility 2015-10-22 18:59:24 +02:00
plot_ols.py change comment, printed comment, and code behavior to all reflect computation of mean squared error 2015-12-03 13:17:58 -08:00
plot_ols_3d.py Updated examples to use pyplot for plotting instead of pylab 2014-05-15 02:18:07 +05:30
plot_ols_ridge_variance.py PY3 fixed examples 2014-02-15 17:05:08 +01:00
plot_omp.py Fixed pep8 violations. Some 'line too long' errors still remain. 2014-05-15 09:23:16 +05:30
plot_polynomial_interpolation.py Added colorblind compatibility 2015-10-22 18:59:24 +02:00
plot_ransac.py Added colorblind compatibility 2015-10-22 18:59:24 +02:00
plot_ridge_coeffs.py Ridge coefficients as a function of regularisation 2016-01-19 16:04:36 +01:00
plot_ridge_path.py Make ridge path with ill-conditioned matrices clearer 2016-01-09 12:29:13 -05:00
plot_robust_fit.py Huber regressor 2016-02-25 16:31:08 -05:00
plot_sgd_comparison.py DOC Modify documentation/examples for the new model_selection module 2015-10-29 16:49:23 +01:00
plot_sgd_iris.py Fixed pep8 violations. Some 'line too long' errors still remain. 2014-05-15 09:23:16 +05:30
plot_sgd_loss_functions.py Added colorblind compatibility 2015-10-22 18:59:24 +02:00
plot_sgd_penalties.py Added colorblind compatibility 2015-10-22 18:59:24 +02:00
plot_sgd_separating_hyperplane.py MAINT Don't use deprecated 1d X (or deprecated matplotlib stuff) in examples. 2015-12-10 12:11:48 -05:00
plot_sgd_weighted_samples.py Fixed pep8 violations. Some 'line too long' errors still remain. 2014-05-15 09:23:16 +05:30
plot_sparse_recovery.py Fix broken link of Wainwright's paper 2016-02-18 01:09:20 +08:00
plot_theilsen.py Added colorblind compatibility 2015-10-22 18:59:24 +02:00

README.txt 

.. _linear_examples:

Generalized Linear Models
-------------------------

Examples concerning the :mod:`sklearn.linear_model` module.