1 /*! \page python_modular_examples Examples for Python Modular Interface
3 This page lists ready to run shogun examples for the Python Modular interface.
5 \li \subpage python_modular_classifier_examples
6 \li \subpage python_modular_clustering_examples
7 \li \subpage python_modular_converter_examples
8 \li \subpage python_modular_distance_examples
9 \li \subpage python_modular_distribution_examples
10 \li \subpage python_modular_evaluation_examples
11 \li \subpage python_modular_features_examples
12 \li \subpage python_modular_kernel_examples
13 \li \subpage python_modular_labels_examples
14 \li \subpage python_modular_library_examples
15 \li \subpage python_modular_mathematics_examples
16 \li \subpage python_modular_metric_examples
17 \li \subpage python_modular_mkl_examples
18 \li \subpage python_modular_modelselection_examples
19 \li \subpage python_modular_multiclass_examples
20 \li \subpage python_modular_neuralnets_examples
21 \li \subpage python_modular_preprocessor_examples
22 \li \subpage python_modular_regression_examples
23 \li \subpage python_modular_serialization_examples
24 \li \subpage python_modular_so_examples
25 \li \subpage python_modular_statistics_examples
26 \li \subpage python_modular_stochasticgbmachine_examples
27 \li \subpage python_modular_streaming_examples
28 \li \subpage python_modular_structure_examples
29 \li \subpage python_modular_tests_examples
30 \li \subpage python_modular_transfer_examples
31 \li \subpage python_modular_variational_examples
33 To run the examples issue
35 python name_of_example.py
38 \section python_modular_classifier_examples Classifier
41 \li <b>examples/documented/python_modular/classifier_averaged_perceptron_modular.py</b>
42 \verbinclude classifier_averaged_perceptron_modular.py
44 \li <b>examples/documented/python_modular/classifier_custom_kernel_modular.py</b>
45 \verbinclude classifier_custom_kernel_modular.py
47 \li <b>examples/documented/python_modular/classifier_domainadaptationsvm_modular.py</b>
48 \verbinclude classifier_domainadaptationsvm_modular.py
50 \li <b>examples/documented/python_modular/classifier_featureblock_logistic_regression.py</b>
51 \verbinclude classifier_featureblock_logistic_regression.py
53 \li <b>examples/documented/python_modular/classifier_gaussiannaivebayes_modular.py</b>
54 \verbinclude classifier_gaussiannaivebayes_modular.py
56 \li <b>examples/documented/python_modular/classifier_gmnpsvm_modular.py</b>
57 \verbinclude classifier_gmnpsvm_modular.py
59 \li <b>examples/documented/python_modular/classifier_gpbtsvm_modular.py</b>
60 \verbinclude classifier_gpbtsvm_modular.py
62 \li <b>examples/documented/python_modular/classifier_knn_modular.py</b>
63 \verbinclude classifier_knn_modular.py
65 \li <b>examples/documented/python_modular/classifier_larank_modular.py</b>
66 \verbinclude classifier_larank_modular.py
68 \li <b>examples/documented/python_modular/classifier_lda_modular.py</b>
69 \verbinclude classifier_lda_modular.py
71 \li <b>examples/documented/python_modular/classifier_liblinear_modular.py</b>
72 \verbinclude classifier_liblinear_modular.py
74 \li <b>examples/documented/python_modular/classifier_libsvm_minimal_modular.py</b>
75 \verbinclude classifier_libsvm_minimal_modular.py
77 \li <b>examples/documented/python_modular/classifier_libsvm_modular.py</b>
78 \verbinclude classifier_libsvm_modular.py
80 \li <b>examples/documented/python_modular/classifier_libsvmoneclass_modular.py</b>
81 \verbinclude classifier_libsvmoneclass_modular.py
83 \li <b>examples/documented/python_modular/classifier_mpdsvm_modular.py</b>
84 \verbinclude classifier_mpdsvm_modular.py
86 \li <b>examples/documented/python_modular/classifier_multiclass_ecoc.py</b>
87 \verbinclude classifier_multiclass_ecoc.py
89 \li <b>examples/documented/python_modular/classifier_multiclass_ecoc_discriminant.py</b>
90 \verbinclude classifier_multiclass_ecoc_discriminant.py
92 \li <b>examples/documented/python_modular/classifier_multiclass_ecoc_ovr.py</b>
93 \verbinclude classifier_multiclass_ecoc_ovr.py
95 \li <b>examples/documented/python_modular/classifier_multiclass_ecoc_random.py</b>
96 \verbinclude classifier_multiclass_ecoc_random.py
98 \li <b>examples/documented/python_modular/classifier_multiclass_relaxedtree.py</b>
99 \verbinclude classifier_multiclass_relaxedtree.py
101 \li <b>examples/documented/python_modular/classifier_multiclass_shareboost.py</b>
102 \verbinclude classifier_multiclass_shareboost.py
104 \li <b>examples/documented/python_modular/classifier_multiclassliblinear_modular.py</b>
105 \verbinclude classifier_multiclassliblinear_modular.py
107 \li <b>examples/documented/python_modular/classifier_multiclasslibsvm_modular.py</b>
108 \verbinclude classifier_multiclasslibsvm_modular.py
110 \li <b>examples/documented/python_modular/classifier_multiclasslinearmachine_modular.py</b>
111 \verbinclude classifier_multiclasslinearmachine_modular.py
113 \li <b>examples/documented/python_modular/classifier_multiclasslogisticregression_modular.py</b>
114 \verbinclude classifier_multiclasslogisticregression_modular.py
116 \li <b>examples/documented/python_modular/classifier_multiclassmachine_modular.py</b>
117 \verbinclude classifier_multiclassmachine_modular.py
119 \li <b>examples/documented/python_modular/classifier_multiclassocas_modular.py</b>
120 \verbinclude classifier_multiclassocas_modular.py
122 \li <b>examples/documented/python_modular/classifier_multilabeloutputliblinear_modular.py</b>
123 \verbinclude classifier_multilabeloutputliblinear_modular.py
125 \li <b>examples/documented/python_modular/classifier_perceptron_modular.py</b>
126 \verbinclude classifier_perceptron_modular.py
128 \li <b>examples/documented/python_modular/classifier_qda_modular.py</b>
129 \verbinclude classifier_qda_modular.py
131 \li <b>examples/documented/python_modular/classifier_ssk_modular.py</b>
132 \verbinclude classifier_ssk_modular.py
134 \li <b>examples/documented/python_modular/classifier_svmlight_batch_linadd_modular.py</b>
135 \verbinclude classifier_svmlight_batch_linadd_modular.py
137 \li <b>examples/documented/python_modular/classifier_svmlight_linear_term_modular.py</b>
138 \verbinclude classifier_svmlight_linear_term_modular.py
140 \li <b>examples/documented/python_modular/classifier_svmlight_modular.py</b>
141 \verbinclude classifier_svmlight_modular.py
143 \li <b>examples/documented/python_modular/classifier_svmlin_modular.py</b>
144 \verbinclude classifier_svmlin_modular.py
146 \li <b>examples/documented/python_modular/classifier_svmocas_modular.py</b>
147 \verbinclude classifier_svmocas_modular.py
149 \li <b>examples/documented/python_modular/classifier_svmsgd_modular.py</b>
150 \verbinclude classifier_svmsgd_modular.py
152 \section python_modular_clustering_examples Clustering
155 \li <b>examples/documented/python_modular/clustering_hierarchical_modular.py</b>
156 \verbinclude clustering_hierarchical_modular.py
158 \li <b>examples/documented/python_modular/clustering_kmeans_modular.py</b>
159 \verbinclude clustering_kmeans_modular.py
161 \section python_modular_converter_examples Converter
164 \li <b>examples/documented/python_modular/converter_diffusionmaps_modular.py</b>
165 \verbinclude converter_diffusionmaps_modular.py
167 \li <b>examples/documented/python_modular/converter_factoranalysis_modular.py</b>
168 \verbinclude converter_factoranalysis_modular.py
170 \li <b>examples/documented/python_modular/converter_hasheddoc_modular.py</b>
171 \verbinclude converter_hasheddoc_modular.py
173 \li <b>examples/documented/python_modular/converter_hessianlocallylinearembedding_modular.py</b>
174 \verbinclude converter_hessianlocallylinearembedding_modular.py
176 \li <b>examples/documented/python_modular/converter_isomap_modular.py</b>
177 \verbinclude converter_isomap_modular.py
179 \li <b>examples/documented/python_modular/converter_kernellocallylinearembedding_modular.py</b>
180 \verbinclude converter_kernellocallylinearembedding_modular.py
182 \li <b>examples/documented/python_modular/converter_laplacianeigenmaps_modular.py</b>
183 \verbinclude converter_laplacianeigenmaps_modular.py
185 \li <b>examples/documented/python_modular/converter_linearlocaltangentspacealignment_modular.py</b>
186 \verbinclude converter_linearlocaltangentspacealignment_modular.py
188 \li <b>examples/documented/python_modular/converter_localitypreservingprojections_modular.py</b>
189 \verbinclude converter_localitypreservingprojections_modular.py
191 \li <b>examples/documented/python_modular/converter_locallylinearembedding_modular.py</b>
192 \verbinclude converter_locallylinearembedding_modular.py
194 \li <b>examples/documented/python_modular/converter_localtangentspacealignment_modular.py</b>
195 \verbinclude converter_localtangentspacealignment_modular.py
197 \li <b>examples/documented/python_modular/converter_multidimensionalscaling_modular.py</b>
198 \verbinclude converter_multidimensionalscaling_modular.py
200 \li <b>examples/documented/python_modular/converter_stochasticproximityembedding_modular.py</b>
201 \verbinclude converter_stochasticproximityembedding_modular.py
203 \li <b>examples/documented/python_modular/converter_tdistributedstochasticneighborembedding_modular.py</b>
204 \verbinclude converter_tdistributedstochasticneighborembedding_modular.py
206 \section python_modular_distance_examples Distance
209 \li <b>examples/documented/python_modular/distance_braycurtis_modular.py</b>
210 \verbinclude distance_braycurtis_modular.py
212 \li <b>examples/documented/python_modular/distance_canberra_modular.py</b>
213 \verbinclude distance_canberra_modular.py
215 \li <b>examples/documented/python_modular/distance_canberraword_modular.py</b>
216 \verbinclude distance_canberraword_modular.py
218 \li <b>examples/documented/python_modular/distance_chebyshew_modular.py</b>
219 \verbinclude distance_chebyshew_modular.py
221 \li <b>examples/documented/python_modular/distance_chisquare_modular.py</b>
222 \verbinclude distance_chisquare_modular.py
224 \li <b>examples/documented/python_modular/distance_cosine_modular.py</b>
225 \verbinclude distance_cosine_modular.py
227 \li <b>examples/documented/python_modular/distance_director_euclidean_modular.py</b>
228 \verbinclude distance_director_euclidean_modular.py
230 \li <b>examples/documented/python_modular/distance_euclidean_modular.py</b>
231 \verbinclude distance_euclidean_modular.py
233 \li <b>examples/documented/python_modular/distance_geodesic_modular.py</b>
234 \verbinclude distance_geodesic_modular.py
236 \li <b>examples/documented/python_modular/distance_hammingword_modular.py</b>
237 \verbinclude distance_hammingword_modular.py
239 \li <b>examples/documented/python_modular/distance_jensen_modular.py</b>
240 \verbinclude distance_jensen_modular.py
242 \li <b>examples/documented/python_modular/distance_mahalanobis_modular.py</b>
243 \verbinclude distance_mahalanobis_modular.py
245 \li <b>examples/documented/python_modular/distance_manhatten_modular.py</b>
246 \verbinclude distance_manhatten_modular.py
248 \li <b>examples/documented/python_modular/distance_manhattenword_modular.py</b>
249 \verbinclude distance_manhattenword_modular.py
251 \li <b>examples/documented/python_modular/distance_minkowski_modular.py</b>
252 \verbinclude distance_minkowski_modular.py
254 \li <b>examples/documented/python_modular/distance_normsquared_modular.py</b>
255 \verbinclude distance_normsquared_modular.py
257 \li <b>examples/documented/python_modular/distance_sparseeuclidean_modular.py</b>
258 \verbinclude distance_sparseeuclidean_modular.py
260 \li <b>examples/documented/python_modular/distance_tanimoto_modular.py</b>
261 \verbinclude distance_tanimoto_modular.py
263 \section python_modular_distribution_examples Distribution
266 \li <b>examples/documented/python_modular/distribution_histogram_modular.py</b>
267 \verbinclude distribution_histogram_modular.py
269 \li <b>examples/documented/python_modular/distribution_hmm_modular.py</b>
270 \verbinclude distribution_hmm_modular.py
272 \li <b>examples/documented/python_modular/distribution_linearhmm_modular.py</b>
273 \verbinclude distribution_linearhmm_modular.py
275 \li <b>examples/documented/python_modular/distribution_ppwm_modular.py</b>
276 \verbinclude distribution_ppwm_modular.py
278 \section python_modular_evaluation_examples Evaluation
281 \li <b>examples/documented/python_modular/evaluation_clustering.py</b>
282 \verbinclude evaluation_clustering.py
284 \li <b>examples/documented/python_modular/evaluation_clustering_simple.py</b>
285 \verbinclude evaluation_clustering_simple.py
287 \li <b>examples/documented/python_modular/evaluation_contingencytableevaluation_modular.py</b>
288 \verbinclude evaluation_contingencytableevaluation_modular.py
290 \li <b>examples/documented/python_modular/evaluation_cross_validation_classification.py</b>
291 \verbinclude evaluation_cross_validation_classification.py
293 \li <b>examples/documented/python_modular/evaluation_cross_validation_mkl_weight_storage.py</b>
294 \verbinclude evaluation_cross_validation_mkl_weight_storage.py
296 \li <b>examples/documented/python_modular/evaluation_cross_validation_multiclass_storage.py</b>
297 \verbinclude evaluation_cross_validation_multiclass_storage.py
299 \li <b>examples/documented/python_modular/evaluation_cross_validation_regression.py</b>
300 \verbinclude evaluation_cross_validation_regression.py
302 \li <b>examples/documented/python_modular/evaluation_director_contingencytableevaluation_modular.py</b>
303 \verbinclude evaluation_director_contingencytableevaluation_modular.py
305 \li <b>examples/documented/python_modular/evaluation_meansquarederror_modular.py</b>
306 \verbinclude evaluation_meansquarederror_modular.py
308 \li <b>examples/documented/python_modular/evaluation_meansquaredlogerror_modular.py</b>
309 \verbinclude evaluation_meansquaredlogerror_modular.py
311 \li <b>examples/documented/python_modular/evaluation_multiclassaccuracy_modular.py</b>
312 \verbinclude evaluation_multiclassaccuracy_modular.py
314 \li <b>examples/documented/python_modular/evaluation_multiclassovrevaluation_modular.py</b>
315 \verbinclude evaluation_multiclassovrevaluation_modular.py
317 \li <b>examples/documented/python_modular/evaluation_prcevaluation_modular.py</b>
318 \verbinclude evaluation_prcevaluation_modular.py
320 \li <b>examples/documented/python_modular/evaluation_rocevaluation_modular.py</b>
321 \verbinclude evaluation_rocevaluation_modular.py
323 \li <b>examples/documented/python_modular/evaluation_thresholds_modular.py</b>
324 \verbinclude evaluation_thresholds_modular.py
326 \section python_modular_features_examples Features
329 \li <b>examples/documented/python_modular/features_binned_dot_modular.py</b>
330 \verbinclude features_binned_dot_modular.py
332 \li <b>examples/documented/python_modular/features_dense_byte_modular.py</b>
333 \verbinclude features_dense_byte_modular.py
335 \li <b>examples/documented/python_modular/features_dense_io_modular.py</b>
336 \verbinclude features_dense_io_modular.py
338 \li <b>examples/documented/python_modular/features_dense_longint_modular.py</b>
339 \verbinclude features_dense_longint_modular.py
341 \li <b>examples/documented/python_modular/features_dense_modular.py</b>
342 \verbinclude features_dense_modular.py
344 \li <b>examples/documented/python_modular/features_dense_protocols_modular.py</b>
345 \verbinclude features_dense_protocols_modular.py
347 \li <b>examples/documented/python_modular/features_dense_real_modular.py</b>
348 \verbinclude features_dense_real_modular.py
350 \li <b>examples/documented/python_modular/features_dense_zero_copy_modular.py</b>
351 \verbinclude features_dense_zero_copy_modular.py
353 \li <b>examples/documented/python_modular/features_director_dot_modular.py</b>
354 \verbinclude features_director_dot_modular.py
356 \li <b>examples/documented/python_modular/features_hasheddocdot_modular.py</b>
357 \verbinclude features_hasheddocdot_modular.py
359 \li <b>examples/documented/python_modular/features_io_modular.py</b>
360 \verbinclude features_io_modular.py
362 \li <b>examples/documented/python_modular/features_read_svmlight_format_modular.py</b>
363 \verbinclude features_read_svmlight_format_modular.py
365 \li <b>examples/documented/python_modular/features_snp_modular.py</b>
366 \verbinclude features_snp_modular.py
368 \li <b>examples/documented/python_modular/features_sparse_modular.py</b>
369 \verbinclude features_sparse_modular.py
371 \li <b>examples/documented/python_modular/features_string_char_compressed_modular.py</b>
372 \verbinclude features_string_char_compressed_modular.py
374 \li <b>examples/documented/python_modular/features_string_char_modular.py</b>
375 \verbinclude features_string_char_modular.py
377 \li <b>examples/documented/python_modular/features_string_file_char_modular.py</b>
378 \verbinclude features_string_file_char_modular.py
380 \li <b>examples/documented/python_modular/features_string_file_modular.py</b>
381 \verbinclude features_string_file_modular.py
383 \li <b>examples/documented/python_modular/features_string_hashed_wd_modular.py</b>
384 \verbinclude features_string_hashed_wd_modular.py
386 \li <b>examples/documented/python_modular/features_string_sliding_window_modular.py</b>
387 \verbinclude features_string_sliding_window_modular.py
389 \li <b>examples/documented/python_modular/features_string_ulong_modular.py</b>
390 \verbinclude features_string_ulong_modular.py
392 \li <b>examples/documented/python_modular/features_string_word_modular.py</b>
393 \verbinclude features_string_word_modular.py
395 \section python_modular_kernel_examples Kernel
398 \li <b>examples/documented/python_modular/kernel_anova_modular.py</b>
399 \verbinclude kernel_anova_modular.py
401 \li <b>examples/documented/python_modular/kernel_auc_modular.py</b>
402 \verbinclude kernel_auc_modular.py
404 \li <b>examples/documented/python_modular/kernel_cauchy_modular.py</b>
405 \verbinclude kernel_cauchy_modular.py
407 \li <b>examples/documented/python_modular/kernel_chi2_modular.py</b>
408 \verbinclude kernel_chi2_modular.py
410 \li <b>examples/documented/python_modular/kernel_circular_modular.py</b>
411 \verbinclude kernel_circular_modular.py
413 \li <b>examples/documented/python_modular/kernel_combined_custom_poly_modular.py</b>
414 \verbinclude kernel_combined_custom_poly_modular.py
416 \li <b>examples/documented/python_modular/kernel_combined_modular.py</b>
417 \verbinclude kernel_combined_modular.py
419 \li <b>examples/documented/python_modular/kernel_comm_ulong_string_modular.py</b>
420 \verbinclude kernel_comm_ulong_string_modular.py
422 \li <b>examples/documented/python_modular/kernel_comm_word_string_modular.py</b>
423 \verbinclude kernel_comm_word_string_modular.py
425 \li <b>examples/documented/python_modular/kernel_const_modular.py</b>
426 \verbinclude kernel_const_modular.py
428 \li <b>examples/documented/python_modular/kernel_custom_modular.py</b>
429 \verbinclude kernel_custom_modular.py
431 \li <b>examples/documented/python_modular/kernel_diag_modular.py</b>
432 \verbinclude kernel_diag_modular.py
434 \li <b>examples/documented/python_modular/kernel_director_linear_modular.py</b>
435 \verbinclude kernel_director_linear_modular.py
437 \li <b>examples/documented/python_modular/kernel_distance_modular.py</b>
438 \verbinclude kernel_distance_modular.py
440 \li <b>examples/documented/python_modular/kernel_distantsegments_modular.py</b>
441 \verbinclude kernel_distantsegments_modular.py
443 \li <b>examples/documented/python_modular/kernel_exponential_modular.py</b>
444 \verbinclude kernel_exponential_modular.py
446 \li <b>examples/documented/python_modular/kernel_fisher_modular.py</b>
447 \verbinclude kernel_fisher_modular.py
449 \li <b>examples/documented/python_modular/kernel_fixed_degree_string_modular.py</b>
450 \verbinclude kernel_fixed_degree_string_modular.py
452 \li <b>examples/documented/python_modular/kernel_gaussian_modular.py</b>
453 \verbinclude kernel_gaussian_modular.py
455 \li <b>examples/documented/python_modular/kernel_gaussian_shift_modular.py</b>
456 \verbinclude kernel_gaussian_shift_modular.py
458 \li <b>examples/documented/python_modular/kernel_histogram_word_string_modular.py</b>
459 \verbinclude kernel_histogram_word_string_modular.py
461 \li <b>examples/documented/python_modular/kernel_inversemultiquadric_modular.py</b>
462 \verbinclude kernel_inversemultiquadric_modular.py
464 \li <b>examples/documented/python_modular/kernel_io_modular.py</b>
465 \verbinclude kernel_io_modular.py
467 \li <b>examples/documented/python_modular/kernel_linear_byte_modular.py</b>
468 \verbinclude kernel_linear_byte_modular.py
470 \li <b>examples/documented/python_modular/kernel_linear_modular.py</b>
471 \verbinclude kernel_linear_modular.py
473 \li <b>examples/documented/python_modular/kernel_linear_string_modular.py</b>
474 \verbinclude kernel_linear_string_modular.py
476 \li <b>examples/documented/python_modular/kernel_linear_word_modular.py</b>
477 \verbinclude kernel_linear_word_modular.py
479 \li <b>examples/documented/python_modular/kernel_local_alignment_string_modular.py</b>
480 \verbinclude kernel_local_alignment_string_modular.py
482 \li <b>examples/documented/python_modular/kernel_locality_improved_string_modular.py</b>
483 \verbinclude kernel_locality_improved_string_modular.py
485 \li <b>examples/documented/python_modular/kernel_log_modular.py</b>
486 \verbinclude kernel_log_modular.py
488 \li <b>examples/documented/python_modular/kernel_match_word_string_modular.py</b>
489 \verbinclude kernel_match_word_string_modular.py
491 \li <b>examples/documented/python_modular/kernel_multiquadric_modular.py</b>
492 \verbinclude kernel_multiquadric_modular.py
494 \li <b>examples/documented/python_modular/kernel_oligo_string_modular.py</b>
495 \verbinclude kernel_oligo_string_modular.py
497 \li <b>examples/documented/python_modular/kernel_poly_match_string_modular.py</b>
498 \verbinclude kernel_poly_match_string_modular.py
500 \li <b>examples/documented/python_modular/kernel_poly_match_word_string_modular.py</b>
501 \verbinclude kernel_poly_match_word_string_modular.py
503 \li <b>examples/documented/python_modular/kernel_poly_modular.py</b>
504 \verbinclude kernel_poly_modular.py
506 \li <b>examples/documented/python_modular/kernel_power_modular.py</b>
507 \verbinclude kernel_power_modular.py
509 \li <b>examples/documented/python_modular/kernel_rationalquadratic_modular.py</b>
510 \verbinclude kernel_rationalquadratic_modular.py
512 \li <b>examples/documented/python_modular/kernel_salzberg_word_string_modular.py</b>
513 \verbinclude kernel_salzberg_word_string_modular.py
515 \li <b>examples/documented/python_modular/kernel_sigmoid_modular.py</b>
516 \verbinclude kernel_sigmoid_modular.py
518 \li <b>examples/documented/python_modular/kernel_simple_locality_improved_string_modular.py</b>
519 \verbinclude kernel_simple_locality_improved_string_modular.py
521 \li <b>examples/documented/python_modular/kernel_sparse_gaussian_modular.py</b>
522 \verbinclude kernel_sparse_gaussian_modular.py
524 \li <b>examples/documented/python_modular/kernel_sparse_linear_modular.py</b>
525 \verbinclude kernel_sparse_linear_modular.py
527 \li <b>examples/documented/python_modular/kernel_sparse_poly_modular.py</b>
528 \verbinclude kernel_sparse_poly_modular.py
530 \li <b>examples/documented/python_modular/kernel_spherical_modular.py</b>
531 \verbinclude kernel_spherical_modular.py
533 \li <b>examples/documented/python_modular/kernel_spline_modular.py</b>
534 \verbinclude kernel_spline_modular.py
536 \li <b>examples/documented/python_modular/kernel_ssk_string_modular.py</b>
537 \verbinclude kernel_ssk_string_modular.py
539 \li <b>examples/documented/python_modular/kernel_top_modular.py</b>
540 \verbinclude kernel_top_modular.py
542 \li <b>examples/documented/python_modular/kernel_tstudent_modular.py</b>
543 \verbinclude kernel_tstudent_modular.py
545 \li <b>examples/documented/python_modular/kernel_wave_modular.py</b>
546 \verbinclude kernel_wave_modular.py
548 \li <b>examples/documented/python_modular/kernel_wavelet_modular.py</b>
549 \verbinclude kernel_wavelet_modular.py
551 \li <b>examples/documented/python_modular/kernel_weighted_comm_word_string_modular.py</b>
552 \verbinclude kernel_weighted_comm_word_string_modular.py
554 \li <b>examples/documented/python_modular/kernel_weighted_degree_position_string_modular.py</b>
555 \verbinclude kernel_weighted_degree_position_string_modular.py
557 \li <b>examples/documented/python_modular/kernel_weighted_degree_string_modular.py</b>
558 \verbinclude kernel_weighted_degree_string_modular.py
560 \section python_modular_labels_examples Labels
563 \li <b>examples/documented/python_modular/labels_io_modular.py</b>
564 \verbinclude labels_io_modular.py
566 \section python_modular_library_examples Library
569 \li <b>examples/documented/python_modular/library_fisher2x3_modular.py</b>
570 \verbinclude library_fisher2x3_modular.py
572 \li <b>examples/documented/python_modular/library_time.py</b>
573 \verbinclude library_time.py
575 \section python_modular_mathematics_examples Mathematics
578 \li <b>examples/documented/python_modular/mathematics_linsolver_cg.py</b>
579 \verbinclude mathematics_linsolver_cg.py
581 \li <b>examples/documented/python_modular/mathematics_logdet.py</b>
582 \verbinclude mathematics_logdet.py
584 \li <b>examples/documented/python_modular/mathematics_sparseinversecovariance_modular.py</b>
585 \verbinclude mathematics_sparseinversecovariance_modular.py
587 \section python_modular_metric_examples Metric
590 \li <b>examples/documented/python_modular/metric_lmnn_modular.py</b>
591 \verbinclude metric_lmnn_modular.py
593 \section python_modular_mkl_examples Mkl
596 \li <b>examples/documented/python_modular/mkl_binclass_modular.py</b>
597 \verbinclude mkl_binclass_modular.py
599 \li <b>examples/documented/python_modular/mkl_multiclass_modular.py</b>
600 \verbinclude mkl_multiclass_modular.py
602 \li <b>examples/documented/python_modular/mkl_regression_modular.py</b>
603 \verbinclude mkl_regression_modular.py
605 \section python_modular_modelselection_examples Modelselection
608 \li <b>examples/documented/python_modular/modelselection_grid_search_kernel.py</b>
609 \verbinclude modelselection_grid_search_kernel.py
611 \li <b>examples/documented/python_modular/modelselection_grid_search_krr_modular.py</b>
612 \verbinclude modelselection_grid_search_krr_modular.py
614 \li <b>examples/documented/python_modular/modelselection_grid_search_liblinear_modular.py</b>
615 \verbinclude modelselection_grid_search_liblinear_modular.py
617 \li <b>examples/documented/python_modular/modelselection_grid_search_libsvr_modular.py</b>
618 \verbinclude modelselection_grid_search_libsvr_modular.py
620 \li <b>examples/documented/python_modular/modelselection_parameter_tree_modular.py</b>
621 \verbinclude modelselection_parameter_tree_modular.py
623 \li <b>examples/documented/python_modular/modelselection_random_search_liblinear_modular.py</b>
624 \verbinclude modelselection_random_search_liblinear_modular.py
626 \section python_modular_multiclass_examples Multiclass
629 \li <b>examples/documented/python_modular/multiclass_c45classifiertree_modular.py</b>
630 \verbinclude multiclass_c45classifiertree_modular.py
632 \li <b>examples/documented/python_modular/multiclass_cartree_modular.py</b>
633 \verbinclude multiclass_cartree_modular.py
635 \li <b>examples/documented/python_modular/multiclass_chaidtree_modular.py</b>
636 \verbinclude multiclass_chaidtree_modular.py
638 \li <b>examples/documented/python_modular/multiclass_gp_modular.py</b>
639 \verbinclude multiclass_gp_modular.py
641 \li <b>examples/documented/python_modular/multiclass_id3classifiertree_modular.py</b>
642 \verbinclude multiclass_id3classifiertree_modular.py
644 \li <b>examples/documented/python_modular/multiclass_randomforest_modular.py</b>
645 \verbinclude multiclass_randomforest_modular.py
647 \section python_modular_neuralnets_examples Neuralnets
650 \li <b>examples/documented/python_modular/neuralnets_simple_modular.py</b>
651 \verbinclude neuralnets_simple_modular.py
653 \section python_modular_preprocessor_examples Preprocessor
656 \li <b>examples/documented/python_modular/preprocessor_dimensionreductionpreprocessor_modular.py</b>
657 \verbinclude preprocessor_dimensionreductionpreprocessor_modular.py
659 \li <b>examples/documented/python_modular/preprocessor_fisherlda_modular.py</b>
660 \verbinclude preprocessor_fisherlda_modular.py
662 \li <b>examples/documented/python_modular/preprocessor_kernelpca_modular.py</b>
663 \verbinclude preprocessor_kernelpca_modular.py
665 \li <b>examples/documented/python_modular/preprocessor_logplusone_modular.py</b>
666 \verbinclude preprocessor_logplusone_modular.py
668 \li <b>examples/documented/python_modular/preprocessor_normone_modular.py</b>
669 \verbinclude preprocessor_normone_modular.py
671 \li <b>examples/documented/python_modular/preprocessor_pca_modular.py</b>
672 \verbinclude preprocessor_pca_modular.py
674 \li <b>examples/documented/python_modular/preprocessor_prunevarsubmean_modular.py</b>
675 \verbinclude preprocessor_prunevarsubmean_modular.py
677 \li <b>examples/documented/python_modular/preprocessor_randomfouriergausspreproc_modular.py</b>
678 \verbinclude preprocessor_randomfouriergausspreproc_modular.py
680 \li <b>examples/documented/python_modular/preprocessor_sortulongstring_modular.py</b>
681 \verbinclude preprocessor_sortulongstring_modular.py
683 \li <b>examples/documented/python_modular/preprocessor_sortwordstring_modular.py</b>
684 \verbinclude preprocessor_sortwordstring_modular.py
686 \section python_modular_regression_examples Regression
689 \li <b>examples/documented/python_modular/regression_cartree_modular.py</b>
690 \verbinclude regression_cartree_modular.py
692 \li <b>examples/documented/python_modular/regression_chaidtree_modular.py</b>
693 \verbinclude regression_chaidtree_modular.py
695 \li <b>examples/documented/python_modular/regression_gaussian_process_modular.py</b>
696 \verbinclude regression_gaussian_process_modular.py
698 \li <b>examples/documented/python_modular/regression_kernel_ridge_modular.py</b>
699 \verbinclude regression_kernel_ridge_modular.py
701 \li <b>examples/documented/python_modular/regression_least_squares_modular.py</b>
702 \verbinclude regression_least_squares_modular.py
704 \li <b>examples/documented/python_modular/regression_libsvr_modular.py</b>
705 \verbinclude regression_libsvr_modular.py
707 \li <b>examples/documented/python_modular/regression_linear_ridge_modular.py</b>
708 \verbinclude regression_linear_ridge_modular.py
710 \li <b>examples/documented/python_modular/regression_randomforest_modular.py</b>
711 \verbinclude regression_randomforest_modular.py
713 \li <b>examples/documented/python_modular/regression_svrlight_modular.py</b>
714 \verbinclude regression_svrlight_modular.py
716 \section python_modular_serialization_examples Serialization
719 \li <b>examples/documented/python_modular/serialization_complex_example.py</b>
720 \verbinclude serialization_complex_example.py
722 \li <b>examples/documented/python_modular/serialization_matrix_modular.py</b>
723 \verbinclude serialization_matrix_modular.py
725 \li <b>examples/documented/python_modular/serialization_string_kernels_modular.py</b>
726 \verbinclude serialization_string_kernels_modular.py
728 \li <b>examples/documented/python_modular/serialization_svmlight_modular.py</b>
729 \verbinclude serialization_svmlight_modular.py
731 \section python_modular_so_examples So
734 \li <b>examples/documented/python_modular/so_multiclass.py</b>
735 \verbinclude so_multiclass.py
737 \section python_modular_statistics_examples Statistics
740 \li <b>examples/documented/python_modular/statistics_hsic.py</b>
741 \verbinclude statistics_hsic.py
743 \li <b>examples/documented/python_modular/statistics_kmm.py</b>
744 \verbinclude statistics_kmm.py
746 \li <b>examples/documented/python_modular/statistics_linear_time_mmd.py</b>
747 \verbinclude statistics_linear_time_mmd.py
749 \li <b>examples/documented/python_modular/statistics_mmd_kernel_selection_combined.py</b>
750 \verbinclude statistics_mmd_kernel_selection_combined.py
752 \li <b>examples/documented/python_modular/statistics_mmd_kernel_selection_single.py</b>
753 \verbinclude statistics_mmd_kernel_selection_single.py
755 \li <b>examples/documented/python_modular/statistics_quadratic_time_mmd.py</b>
756 \verbinclude statistics_quadratic_time_mmd.py
758 \section python_modular_stochasticgbmachine_examples Stochasticgbmachine
761 \li <b>examples/documented/python_modular/stochasticgbmachine_modular.py</b>
762 \verbinclude stochasticgbmachine_modular.py
764 \section python_modular_streaming_examples Streaming
767 \li <b>examples/documented/python_modular/streaming_vw_createcache_modular.py</b>
768 \verbinclude streaming_vw_createcache_modular.py
770 \li <b>examples/documented/python_modular/streaming_vw_modular.py</b>
771 \verbinclude streaming_vw_modular.py
773 \section python_modular_structure_examples Structure
776 \li <b>examples/documented/python_modular/structure_discrete_hmsvm_bmrm.py</b>
777 \verbinclude structure_discrete_hmsvm_bmrm.py
779 \li <b>examples/documented/python_modular/structure_discrete_hmsvm_mosek.py</b>
780 \verbinclude structure_discrete_hmsvm_mosek.py
782 \li <b>examples/documented/python_modular/structure_dynprog_modular.py</b>
783 \verbinclude structure_dynprog_modular.py
785 \li <b>examples/documented/python_modular/structure_factor_graph_model.py</b>
786 \verbinclude structure_factor_graph_model.py
788 \li <b>examples/documented/python_modular/structure_graphcuts.py</b>
789 \verbinclude structure_graphcuts.py
791 \li <b>examples/documented/python_modular/structure_hierarchical_multilabel_classification.py</b>
792 \verbinclude structure_hierarchical_multilabel_classification.py
794 \li <b>examples/documented/python_modular/structure_multiclass_bmrm.py</b>
795 \verbinclude structure_multiclass_bmrm.py
797 \li <b>examples/documented/python_modular/structure_plif_hmsvm_bmrm.py</b>
798 \verbinclude structure_plif_hmsvm_bmrm.py
800 \li <b>examples/documented/python_modular/structure_plif_hmsvm_mosek.py</b>
801 \verbinclude structure_plif_hmsvm_mosek.py
803 \section python_modular_tests_examples Tests
806 \li <b>examples/documented/python_modular/tests_check_commwordkernel_memleak_modular.py</b>
807 \verbinclude tests_check_commwordkernel_memleak_modular.py
809 \section python_modular_transfer_examples Transfer
812 \li <b>examples/documented/python_modular/transfer_multitask_clustered_logistic_regression.py</b>
813 \verbinclude transfer_multitask_clustered_logistic_regression.py
815 \li <b>examples/documented/python_modular/transfer_multitask_l12_logistic_regression.py</b>
816 \verbinclude transfer_multitask_l12_logistic_regression.py
818 \li <b>examples/documented/python_modular/transfer_multitask_leastsquares_regression.py</b>
819 \verbinclude transfer_multitask_leastsquares_regression.py
821 \li <b>examples/documented/python_modular/transfer_multitask_logistic_regression.py</b>
822 \verbinclude transfer_multitask_logistic_regression.py
824 \li <b>examples/documented/python_modular/transfer_multitask_trace_logistic_regression.py</b>
825 \verbinclude transfer_multitask_trace_logistic_regression.py
827 \section python_modular_variational_examples Variational
830 \li <b>examples/documented/python_modular/variational_classifier_modular.py</b>
831 \verbinclude variational_classifier_modular.py