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_preprocessor_examples
20 \li \subpage python_modular_regression_examples
21 \li \subpage python_modular_serialization_examples
22 \li \subpage python_modular_so_examples
23 \li \subpage python_modular_statistics_examples
24 \li \subpage python_modular_streaming_examples
25 \li \subpage python_modular_structure_examples
26 \li \subpage python_modular_tests_examples
27 \li \subpage python_modular_transfer_examples
29 To run the examples issue
31 python name_of_example.py
34 \section python_modular_classifier_examples Classifier
37 \li <b>../examples/documented/python_modular/classifier_averaged_perceptron_modular.py</b>
38 \verbinclude classifier_averaged_perceptron_modular.py
40 \li <b>../examples/documented/python_modular/classifier_custom_kernel_modular.py</b>
41 \verbinclude classifier_custom_kernel_modular.py
43 \li <b>../examples/documented/python_modular/classifier_featureblock_logistic_regression.py</b>
44 \verbinclude classifier_featureblock_logistic_regression.py
46 \li <b>../examples/documented/python_modular/classifier_gaussiannaivebayes_modular.py</b>
47 \verbinclude classifier_gaussiannaivebayes_modular.py
49 \li <b>../examples/documented/python_modular/classifier_gmnpsvm_modular.py</b>
50 \verbinclude classifier_gmnpsvm_modular.py
52 \li <b>../examples/documented/python_modular/classifier_gpbtsvm_modular.py</b>
53 \verbinclude classifier_gpbtsvm_modular.py
55 \li <b>../examples/documented/python_modular/classifier_knn_modular.py</b>
56 \verbinclude classifier_knn_modular.py
58 \li <b>../examples/documented/python_modular/classifier_larank_modular.py</b>
59 \verbinclude classifier_larank_modular.py
61 \li <b>../examples/documented/python_modular/classifier_lda_modular.py</b>
62 \verbinclude classifier_lda_modular.py
64 \li <b>../examples/documented/python_modular/classifier_liblinear_modular.py</b>
65 \verbinclude classifier_liblinear_modular.py
67 \li <b>../examples/documented/python_modular/classifier_libsvm_minimal_modular.py</b>
68 \verbinclude classifier_libsvm_minimal_modular.py
70 \li <b>../examples/documented/python_modular/classifier_libsvm_modular.py</b>
71 \verbinclude classifier_libsvm_modular.py
73 \li <b>../examples/documented/python_modular/classifier_libsvmoneclass_modular.py</b>
74 \verbinclude classifier_libsvmoneclass_modular.py
76 \li <b>../examples/documented/python_modular/classifier_mpdsvm_modular.py</b>
77 \verbinclude classifier_mpdsvm_modular.py
79 \li <b>../examples/documented/python_modular/classifier_multiclass_ecoc.py</b>
80 \verbinclude classifier_multiclass_ecoc.py
82 \li <b>../examples/documented/python_modular/classifier_multiclass_ecoc_discriminant.py</b>
83 \verbinclude classifier_multiclass_ecoc_discriminant.py
85 \li <b>../examples/documented/python_modular/classifier_multiclass_ecoc_ovr.py</b>
86 \verbinclude classifier_multiclass_ecoc_ovr.py
88 \li <b>../examples/documented/python_modular/classifier_multiclass_ecoc_random.py</b>
89 \verbinclude classifier_multiclass_ecoc_random.py
91 \li <b>../examples/documented/python_modular/classifier_multiclass_relaxedtree.py</b>
92 \verbinclude classifier_multiclass_relaxedtree.py
94 \li <b>../examples/documented/python_modular/classifier_multiclass_shareboost.py</b>
95 \verbinclude classifier_multiclass_shareboost.py
97 \li <b>../examples/documented/python_modular/classifier_multiclassliblinear_modular.py</b>
98 \verbinclude classifier_multiclassliblinear_modular.py
100 \li <b>../examples/documented/python_modular/classifier_multiclasslibsvm_modular.py</b>
101 \verbinclude classifier_multiclasslibsvm_modular.py
103 \li <b>../examples/documented/python_modular/classifier_multiclasslinearmachine_modular.py</b>
104 \verbinclude classifier_multiclasslinearmachine_modular.py
106 \li <b>../examples/documented/python_modular/classifier_multiclasslogisticregression_modular.py</b>
107 \verbinclude classifier_multiclasslogisticregression_modular.py
109 \li <b>../examples/documented/python_modular/classifier_multiclassmachine_modular.py</b>
110 \verbinclude classifier_multiclassmachine_modular.py
112 \li <b>../examples/documented/python_modular/classifier_multiclassmultipleoutputliblinear_modular.py</b>
113 \verbinclude classifier_multiclassmultipleoutputliblinear_modular.py
115 \li <b>../examples/documented/python_modular/classifier_multiclassocas_modular.py</b>
116 \verbinclude classifier_multiclassocas_modular.py
118 \li <b>../examples/documented/python_modular/classifier_perceptron_modular.py</b>
119 \verbinclude classifier_perceptron_modular.py
121 \li <b>../examples/documented/python_modular/classifier_qda_modular.py</b>
122 \verbinclude classifier_qda_modular.py
124 \li <b>../examples/documented/python_modular/classifier_ssk_modular.py</b>
125 \verbinclude classifier_ssk_modular.py
127 \li <b>../examples/documented/python_modular/classifier_svmlin_modular.py</b>
128 \verbinclude classifier_svmlin_modular.py
130 \li <b>../examples/documented/python_modular/classifier_svmocas_modular.py</b>
131 \verbinclude classifier_svmocas_modular.py
133 \li <b>../examples/documented/python_modular/classifier_svmsgd_modular.py</b>
134 \verbinclude classifier_svmsgd_modular.py
136 \section python_modular_clustering_examples Clustering
139 \li <b>../examples/documented/python_modular/clustering_hierarchical_modular.py</b>
140 \verbinclude clustering_hierarchical_modular.py
142 \li <b>../examples/documented/python_modular/clustering_kmeans_modular.py</b>
143 \verbinclude clustering_kmeans_modular.py
145 \section python_modular_converter_examples Converter
148 \li <b>../examples/documented/python_modular/converter_diffusionmaps_modular.py</b>
149 \verbinclude converter_diffusionmaps_modular.py
151 \li <b>../examples/documented/python_modular/converter_factoranalysis_modular.py</b>
152 \verbinclude converter_factoranalysis_modular.py
154 \li <b>../examples/documented/python_modular/converter_hasheddoc_modular.py</b>
155 \verbinclude converter_hasheddoc_modular.py
157 \li <b>../examples/documented/python_modular/converter_hessianlocallylinearembedding_modular.py</b>
158 \verbinclude converter_hessianlocallylinearembedding_modular.py
160 \li <b>../examples/documented/python_modular/converter_isomap_modular.py</b>
161 \verbinclude converter_isomap_modular.py
163 \li <b>../examples/documented/python_modular/converter_kernellocallylinearembedding_modular.py</b>
164 \verbinclude converter_kernellocallylinearembedding_modular.py
166 \li <b>../examples/documented/python_modular/converter_laplacianeigenmaps_modular.py</b>
167 \verbinclude converter_laplacianeigenmaps_modular.py
169 \li <b>../examples/documented/python_modular/converter_linearlocaltangentspacealignment_modular.py</b>
170 \verbinclude converter_linearlocaltangentspacealignment_modular.py
172 \li <b>../examples/documented/python_modular/converter_localitypreservingprojections_modular.py</b>
173 \verbinclude converter_localitypreservingprojections_modular.py
175 \li <b>../examples/documented/python_modular/converter_locallylinearembedding_modular.py</b>
176 \verbinclude converter_locallylinearembedding_modular.py
178 \li <b>../examples/documented/python_modular/converter_localtangentspacealignment_modular.py</b>
179 \verbinclude converter_localtangentspacealignment_modular.py
181 \li <b>../examples/documented/python_modular/converter_multidimensionalscaling_modular.py</b>
182 \verbinclude converter_multidimensionalscaling_modular.py
184 \li <b>../examples/documented/python_modular/converter_stochasticproximityembedding_modular.py</b>
185 \verbinclude converter_stochasticproximityembedding_modular.py
187 \li <b>../examples/documented/python_modular/converter_tdistributedstochasticneighborembedding_modular.py</b>
188 \verbinclude converter_tdistributedstochasticneighborembedding_modular.py
190 \section python_modular_distance_examples Distance
193 \li <b>../examples/documented/python_modular/distance_braycurtis_modular.py</b>
194 \verbinclude distance_braycurtis_modular.py
196 \li <b>../examples/documented/python_modular/distance_canberra_modular.py</b>
197 \verbinclude distance_canberra_modular.py
199 \li <b>../examples/documented/python_modular/distance_canberraword_modular.py</b>
200 \verbinclude distance_canberraword_modular.py
202 \li <b>../examples/documented/python_modular/distance_chebyshew_modular.py</b>
203 \verbinclude distance_chebyshew_modular.py
205 \li <b>../examples/documented/python_modular/distance_chisquare_modular.py</b>
206 \verbinclude distance_chisquare_modular.py
208 \li <b>../examples/documented/python_modular/distance_cosine_modular.py</b>
209 \verbinclude distance_cosine_modular.py
211 \li <b>../examples/documented/python_modular/distance_director_euclidean_modular.py</b>
212 \verbinclude distance_director_euclidean_modular.py
214 \li <b>../examples/documented/python_modular/distance_euclidean_modular.py</b>
215 \verbinclude distance_euclidean_modular.py
217 \li <b>../examples/documented/python_modular/distance_geodesic_modular.py</b>
218 \verbinclude distance_geodesic_modular.py
220 \li <b>../examples/documented/python_modular/distance_hammingword_modular.py</b>
221 \verbinclude distance_hammingword_modular.py
223 \li <b>../examples/documented/python_modular/distance_jensen_modular.py</b>
224 \verbinclude distance_jensen_modular.py
226 \li <b>../examples/documented/python_modular/distance_mahalanobis_modular.py</b>
227 \verbinclude distance_mahalanobis_modular.py
229 \li <b>../examples/documented/python_modular/distance_manhatten_modular.py</b>
230 \verbinclude distance_manhatten_modular.py
232 \li <b>../examples/documented/python_modular/distance_manhattenword_modular.py</b>
233 \verbinclude distance_manhattenword_modular.py
235 \li <b>../examples/documented/python_modular/distance_minkowski_modular.py</b>
236 \verbinclude distance_minkowski_modular.py
238 \li <b>../examples/documented/python_modular/distance_normsquared_modular.py</b>
239 \verbinclude distance_normsquared_modular.py
241 \li <b>../examples/documented/python_modular/distance_sparseeuclidean_modular.py</b>
242 \verbinclude distance_sparseeuclidean_modular.py
244 \li <b>../examples/documented/python_modular/distance_tanimoto_modular.py</b>
245 \verbinclude distance_tanimoto_modular.py
247 \section python_modular_distribution_examples Distribution
250 \li <b>../examples/documented/python_modular/distribution_histogram_modular.py</b>
251 \verbinclude distribution_histogram_modular.py
253 \li <b>../examples/documented/python_modular/distribution_hmm_modular.py</b>
254 \verbinclude distribution_hmm_modular.py
256 \li <b>../examples/documented/python_modular/distribution_linearhmm_modular.py</b>
257 \verbinclude distribution_linearhmm_modular.py
259 \li <b>../examples/documented/python_modular/distribution_ppwm_modular.py</b>
260 \verbinclude distribution_ppwm_modular.py
262 \section python_modular_evaluation_examples Evaluation
265 \li <b>../examples/documented/python_modular/evaluation_clustering.py</b>
266 \verbinclude evaluation_clustering.py
268 \li <b>../examples/documented/python_modular/evaluation_clustering_simple.py</b>
269 \verbinclude evaluation_clustering_simple.py
271 \li <b>../examples/documented/python_modular/evaluation_contingencytableevaluation_modular.py</b>
272 \verbinclude evaluation_contingencytableevaluation_modular.py
274 \li <b>../examples/documented/python_modular/evaluation_cross_validation_classification.py</b>
275 \verbinclude evaluation_cross_validation_classification.py
277 \li <b>../examples/documented/python_modular/evaluation_cross_validation_mkl_weight_storage.py</b>
278 \verbinclude evaluation_cross_validation_mkl_weight_storage.py
280 \li <b>../examples/documented/python_modular/evaluation_cross_validation_multiclass_storage.py</b>
281 \verbinclude evaluation_cross_validation_multiclass_storage.py
283 \li <b>../examples/documented/python_modular/evaluation_cross_validation_regression.py</b>
284 \verbinclude evaluation_cross_validation_regression.py
286 \li <b>../examples/documented/python_modular/evaluation_director_contingencytableevaluation_modular.py</b>
287 \verbinclude evaluation_director_contingencytableevaluation_modular.py
289 \li <b>../examples/documented/python_modular/evaluation_meansquarederror_modular.py</b>
290 \verbinclude evaluation_meansquarederror_modular.py
292 \li <b>../examples/documented/python_modular/evaluation_meansquaredlogerror_modular.py</b>
293 \verbinclude evaluation_meansquaredlogerror_modular.py
295 \li <b>../examples/documented/python_modular/evaluation_multiclassaccuracy_modular.py</b>
296 \verbinclude evaluation_multiclassaccuracy_modular.py
298 \li <b>../examples/documented/python_modular/evaluation_multiclassovrevaluation_modular.py</b>
299 \verbinclude evaluation_multiclassovrevaluation_modular.py
301 \li <b>../examples/documented/python_modular/evaluation_prcevaluation_modular.py</b>
302 \verbinclude evaluation_prcevaluation_modular.py
304 \li <b>../examples/documented/python_modular/evaluation_rocevaluation_modular.py</b>
305 \verbinclude evaluation_rocevaluation_modular.py
307 \li <b>../examples/documented/python_modular/evaluation_thresholds_modular.py</b>
308 \verbinclude evaluation_thresholds_modular.py
310 \section python_modular_features_examples Features
313 \li <b>../examples/documented/python_modular/features_binned_dot_modular.py</b>
314 \verbinclude features_binned_dot_modular.py
316 \li <b>../examples/documented/python_modular/features_dense_byte_modular.py</b>
317 \verbinclude features_dense_byte_modular.py
319 \li <b>../examples/documented/python_modular/features_dense_io_modular.py</b>
320 \verbinclude features_dense_io_modular.py
322 \li <b>../examples/documented/python_modular/features_dense_longint_modular.py</b>
323 \verbinclude features_dense_longint_modular.py
325 \li <b>../examples/documented/python_modular/features_dense_modular.py</b>
326 \verbinclude features_dense_modular.py
328 \li <b>../examples/documented/python_modular/features_dense_protocols_modular.py</b>
329 \verbinclude features_dense_protocols_modular.py
331 \li <b>../examples/documented/python_modular/features_dense_real_modular.py</b>
332 \verbinclude features_dense_real_modular.py
334 \li <b>../examples/documented/python_modular/features_dense_zero_copy_modular.py</b>
335 \verbinclude features_dense_zero_copy_modular.py
337 \li <b>../examples/documented/python_modular/features_director_dot_modular.py</b>
338 \verbinclude features_director_dot_modular.py
340 \li <b>../examples/documented/python_modular/features_hasheddocdot_modular.py</b>
341 \verbinclude features_hasheddocdot_modular.py
343 \li <b>../examples/documented/python_modular/features_io_modular.py</b>
344 \verbinclude features_io_modular.py
346 \li <b>../examples/documented/python_modular/features_snp_modular.py</b>
347 \verbinclude features_snp_modular.py
349 \li <b>../examples/documented/python_modular/features_sparse_modular.py</b>
350 \verbinclude features_sparse_modular.py
352 \li <b>../examples/documented/python_modular/features_string_char_compressed_modular.py</b>
353 \verbinclude features_string_char_compressed_modular.py
355 \li <b>../examples/documented/python_modular/features_string_char_modular.py</b>
356 \verbinclude features_string_char_modular.py
358 \li <b>../examples/documented/python_modular/features_string_file_char_modular.py</b>
359 \verbinclude features_string_file_char_modular.py
361 \li <b>../examples/documented/python_modular/features_string_file_modular.py</b>
362 \verbinclude features_string_file_modular.py
364 \li <b>../examples/documented/python_modular/features_string_hashed_wd_modular.py</b>
365 \verbinclude features_string_hashed_wd_modular.py
367 \li <b>../examples/documented/python_modular/features_string_sliding_window_modular.py</b>
368 \verbinclude features_string_sliding_window_modular.py
370 \li <b>../examples/documented/python_modular/features_string_ulong_modular.py</b>
371 \verbinclude features_string_ulong_modular.py
373 \li <b>../examples/documented/python_modular/features_string_word_modular.py</b>
374 \verbinclude features_string_word_modular.py
376 \section python_modular_kernel_examples Kernel
379 \li <b>../examples/documented/python_modular/kernel_anova_modular.py</b>
380 \verbinclude kernel_anova_modular.py
382 \li <b>../examples/documented/python_modular/kernel_auc_modular.py</b>
383 \verbinclude kernel_auc_modular.py
385 \li <b>../examples/documented/python_modular/kernel_cauchy_modular.py</b>
386 \verbinclude kernel_cauchy_modular.py
388 \li <b>../examples/documented/python_modular/kernel_chi2_modular.py</b>
389 \verbinclude kernel_chi2_modular.py
391 \li <b>../examples/documented/python_modular/kernel_circular_modular.py</b>
392 \verbinclude kernel_circular_modular.py
394 \li <b>../examples/documented/python_modular/kernel_combined_custom_poly_modular.py</b>
395 \verbinclude kernel_combined_custom_poly_modular.py
397 \li <b>../examples/documented/python_modular/kernel_combined_modular.py</b>
398 \verbinclude kernel_combined_modular.py
400 \li <b>../examples/documented/python_modular/kernel_comm_ulong_string_modular.py</b>
401 \verbinclude kernel_comm_ulong_string_modular.py
403 \li <b>../examples/documented/python_modular/kernel_comm_word_string_modular.py</b>
404 \verbinclude kernel_comm_word_string_modular.py
406 \li <b>../examples/documented/python_modular/kernel_const_modular.py</b>
407 \verbinclude kernel_const_modular.py
409 \li <b>../examples/documented/python_modular/kernel_custom_modular.py</b>
410 \verbinclude kernel_custom_modular.py
412 \li <b>../examples/documented/python_modular/kernel_diag_modular.py</b>
413 \verbinclude kernel_diag_modular.py
415 \li <b>../examples/documented/python_modular/kernel_director_linear_modular.py</b>
416 \verbinclude kernel_director_linear_modular.py
418 \li <b>../examples/documented/python_modular/kernel_distance_modular.py</b>
419 \verbinclude kernel_distance_modular.py
421 \li <b>../examples/documented/python_modular/kernel_distantsegments_modular.py</b>
422 \verbinclude kernel_distantsegments_modular.py
424 \li <b>../examples/documented/python_modular/kernel_exponential_modular.py</b>
425 \verbinclude kernel_exponential_modular.py
427 \li <b>../examples/documented/python_modular/kernel_fisher_modular.py</b>
428 \verbinclude kernel_fisher_modular.py
430 \li <b>../examples/documented/python_modular/kernel_fixed_degree_string_modular.py</b>
431 \verbinclude kernel_fixed_degree_string_modular.py
433 \li <b>../examples/documented/python_modular/kernel_gaussian_modular.py</b>
434 \verbinclude kernel_gaussian_modular.py
436 \li <b>../examples/documented/python_modular/kernel_gaussian_shift_modular.py</b>
437 \verbinclude kernel_gaussian_shift_modular.py
439 \li <b>../examples/documented/python_modular/kernel_histogram_word_string_modular.py</b>
440 \verbinclude kernel_histogram_word_string_modular.py
442 \li <b>../examples/documented/python_modular/kernel_inversemultiquadric_modular.py</b>
443 \verbinclude kernel_inversemultiquadric_modular.py
445 \li <b>../examples/documented/python_modular/kernel_io_modular.py</b>
446 \verbinclude kernel_io_modular.py
448 \li <b>../examples/documented/python_modular/kernel_linear_byte_modular.py</b>
449 \verbinclude kernel_linear_byte_modular.py
451 \li <b>../examples/documented/python_modular/kernel_linear_modular.py</b>
452 \verbinclude kernel_linear_modular.py
454 \li <b>../examples/documented/python_modular/kernel_linear_string_modular.py</b>
455 \verbinclude kernel_linear_string_modular.py
457 \li <b>../examples/documented/python_modular/kernel_linear_word_modular.py</b>
458 \verbinclude kernel_linear_word_modular.py
460 \li <b>../examples/documented/python_modular/kernel_local_alignment_string_modular.py</b>
461 \verbinclude kernel_local_alignment_string_modular.py
463 \li <b>../examples/documented/python_modular/kernel_locality_improved_string_modular.py</b>
464 \verbinclude kernel_locality_improved_string_modular.py
466 \li <b>../examples/documented/python_modular/kernel_log_modular.py</b>
467 \verbinclude kernel_log_modular.py
469 \li <b>../examples/documented/python_modular/kernel_match_word_string_modular.py</b>
470 \verbinclude kernel_match_word_string_modular.py
472 \li <b>../examples/documented/python_modular/kernel_multiquadric_modular.py</b>
473 \verbinclude kernel_multiquadric_modular.py
475 \li <b>../examples/documented/python_modular/kernel_oligo_string_modular.py</b>
476 \verbinclude kernel_oligo_string_modular.py
478 \li <b>../examples/documented/python_modular/kernel_poly_match_string_modular.py</b>
479 \verbinclude kernel_poly_match_string_modular.py
481 \li <b>../examples/documented/python_modular/kernel_poly_match_word_string_modular.py</b>
482 \verbinclude kernel_poly_match_word_string_modular.py
484 \li <b>../examples/documented/python_modular/kernel_poly_modular.py</b>
485 \verbinclude kernel_poly_modular.py
487 \li <b>../examples/documented/python_modular/kernel_power_modular.py</b>
488 \verbinclude kernel_power_modular.py
490 \li <b>../examples/documented/python_modular/kernel_rationalquadratic_modular.py</b>
491 \verbinclude kernel_rationalquadratic_modular.py
493 \li <b>../examples/documented/python_modular/kernel_salzberg_word_string_modular.py</b>
494 \verbinclude kernel_salzberg_word_string_modular.py
496 \li <b>../examples/documented/python_modular/kernel_sigmoid_modular.py</b>
497 \verbinclude kernel_sigmoid_modular.py
499 \li <b>../examples/documented/python_modular/kernel_simple_locality_improved_string_modular.py</b>
500 \verbinclude kernel_simple_locality_improved_string_modular.py
502 \li <b>../examples/documented/python_modular/kernel_sparse_gaussian_modular.py</b>
503 \verbinclude kernel_sparse_gaussian_modular.py
505 \li <b>../examples/documented/python_modular/kernel_sparse_linear_modular.py</b>
506 \verbinclude kernel_sparse_linear_modular.py
508 \li <b>../examples/documented/python_modular/kernel_sparse_poly_modular.py</b>
509 \verbinclude kernel_sparse_poly_modular.py
511 \li <b>../examples/documented/python_modular/kernel_spherical_modular.py</b>
512 \verbinclude kernel_spherical_modular.py
514 \li <b>../examples/documented/python_modular/kernel_spline_modular.py</b>
515 \verbinclude kernel_spline_modular.py
517 \li <b>../examples/documented/python_modular/kernel_ssk_string_modular.py</b>
518 \verbinclude kernel_ssk_string_modular.py
520 \li <b>../examples/documented/python_modular/kernel_top_modular.py</b>
521 \verbinclude kernel_top_modular.py
523 \li <b>../examples/documented/python_modular/kernel_tstudent_modular.py</b>
524 \verbinclude kernel_tstudent_modular.py
526 \li <b>../examples/documented/python_modular/kernel_wave_modular.py</b>
527 \verbinclude kernel_wave_modular.py
529 \li <b>../examples/documented/python_modular/kernel_wavelet_modular.py</b>
530 \verbinclude kernel_wavelet_modular.py
532 \li <b>../examples/documented/python_modular/kernel_weighted_comm_word_string_modular.py</b>
533 \verbinclude kernel_weighted_comm_word_string_modular.py
535 \li <b>../examples/documented/python_modular/kernel_weighted_degree_position_string_modular.py</b>
536 \verbinclude kernel_weighted_degree_position_string_modular.py
538 \li <b>../examples/documented/python_modular/kernel_weighted_degree_string_modular.py</b>
539 \verbinclude kernel_weighted_degree_string_modular.py
541 \section python_modular_labels_examples Labels
544 \li <b>../examples/documented/python_modular/labels_io_modular.py</b>
545 \verbinclude labels_io_modular.py
547 \section python_modular_library_examples Library
550 \li <b>../examples/documented/python_modular/library_fisher2x3_modular.py</b>
551 \verbinclude library_fisher2x3_modular.py
553 \li <b>../examples/documented/python_modular/library_time.py</b>
554 \verbinclude library_time.py
556 \section python_modular_mathematics_examples Mathematics
559 \li <b>../examples/documented/python_modular/mathematics_linsolver_cg.py</b>
560 \verbinclude mathematics_linsolver_cg.py
562 \li <b>../examples/documented/python_modular/mathematics_logdet.py</b>
563 \verbinclude mathematics_logdet.py
565 \li <b>../examples/documented/python_modular/mathematics_sparseinversecovariance_modular.py</b>
566 \verbinclude mathematics_sparseinversecovariance_modular.py
568 \section python_modular_metric_examples Metric
571 \li <b>../examples/documented/python_modular/metric_lmnn_modular.py</b>
572 \verbinclude metric_lmnn_modular.py
574 \section python_modular_mkl_examples Mkl
577 \li <b>../examples/documented/python_modular/mkl_binclass_modular.py</b>
578 \verbinclude mkl_binclass_modular.py
580 \li <b>../examples/documented/python_modular/mkl_multiclass_modular.py</b>
581 \verbinclude mkl_multiclass_modular.py
583 \section python_modular_modelselection_examples Modelselection
586 \li <b>../examples/documented/python_modular/modelselection_grid_search_kernel.py</b>
587 \verbinclude modelselection_grid_search_kernel.py
589 \li <b>../examples/documented/python_modular/modelselection_grid_search_krr_modular.py</b>
590 \verbinclude modelselection_grid_search_krr_modular.py
592 \li <b>../examples/documented/python_modular/modelselection_grid_search_liblinear_modular.py</b>
593 \verbinclude modelselection_grid_search_liblinear_modular.py
595 \li <b>../examples/documented/python_modular/modelselection_grid_search_libsvr_modular.py</b>
596 \verbinclude modelselection_grid_search_libsvr_modular.py
598 \li <b>../examples/documented/python_modular/modelselection_parameter_tree_modular.py</b>
599 \verbinclude modelselection_parameter_tree_modular.py
601 \li <b>../examples/documented/python_modular/modelselection_random_search_liblinear_modular.py</b>
602 \verbinclude modelselection_random_search_liblinear_modular.py
604 \section python_modular_preprocessor_examples Preprocessor
607 \li <b>../examples/documented/python_modular/preprocessor_dimensionreductionpreprocessor_modular.py</b>
608 \verbinclude preprocessor_dimensionreductionpreprocessor_modular.py
610 \li <b>../examples/documented/python_modular/preprocessor_kernelpca_modular.py</b>
611 \verbinclude preprocessor_kernelpca_modular.py
613 \li <b>../examples/documented/python_modular/preprocessor_logplusone_modular.py</b>
614 \verbinclude preprocessor_logplusone_modular.py
616 \li <b>../examples/documented/python_modular/preprocessor_normone_modular.py</b>
617 \verbinclude preprocessor_normone_modular.py
619 \li <b>../examples/documented/python_modular/preprocessor_pca_modular.py</b>
620 \verbinclude preprocessor_pca_modular.py
622 \li <b>../examples/documented/python_modular/preprocessor_prunevarsubmean_modular.py</b>
623 \verbinclude preprocessor_prunevarsubmean_modular.py
625 \li <b>../examples/documented/python_modular/preprocessor_randomfouriergausspreproc_modular.py</b>
626 \verbinclude preprocessor_randomfouriergausspreproc_modular.py
628 \li <b>../examples/documented/python_modular/preprocessor_sortulongstring_modular.py</b>
629 \verbinclude preprocessor_sortulongstring_modular.py
631 \li <b>../examples/documented/python_modular/preprocessor_sortwordstring_modular.py</b>
632 \verbinclude preprocessor_sortwordstring_modular.py
634 \section python_modular_regression_examples Regression
637 \li <b>../examples/documented/python_modular/regression_gaussian_process_modular.py</b>
638 \verbinclude regression_gaussian_process_modular.py
640 \li <b>../examples/documented/python_modular/regression_kernel_ridge_modular.py</b>
641 \verbinclude regression_kernel_ridge_modular.py
643 \li <b>../examples/documented/python_modular/regression_least_squares_modular.py</b>
644 \verbinclude regression_least_squares_modular.py
646 \li <b>../examples/documented/python_modular/regression_libsvr_modular.py</b>
647 \verbinclude regression_libsvr_modular.py
649 \li <b>../examples/documented/python_modular/regression_linear_ridge_modular.py</b>
650 \verbinclude regression_linear_ridge_modular.py
652 \section python_modular_serialization_examples Serialization
655 \li <b>../examples/documented/python_modular/serialization_complex_example.py</b>
656 \verbinclude serialization_complex_example.py
658 \li <b>../examples/documented/python_modular/serialization_matrix_modular.py</b>
659 \verbinclude serialization_matrix_modular.py
661 \li <b>../examples/documented/python_modular/serialization_string_kernels_modular.py</b>
662 \verbinclude serialization_string_kernels_modular.py
664 \section python_modular_so_examples So
667 \li <b>../examples/documented/python_modular/so_multiclass.py</b>
668 \verbinclude so_multiclass.py
670 \section python_modular_statistics_examples Statistics
673 \li <b>../examples/documented/python_modular/statistics_hsic.py</b>
674 \verbinclude statistics_hsic.py
676 \li <b>../examples/documented/python_modular/statistics_kmm.py</b>
677 \verbinclude statistics_kmm.py
679 \li <b>../examples/documented/python_modular/statistics_linear_time_mmd.py</b>
680 \verbinclude statistics_linear_time_mmd.py
682 \li <b>../examples/documented/python_modular/statistics_mmd_kernel_selection_combined.py</b>
683 \verbinclude statistics_mmd_kernel_selection_combined.py
685 \li <b>../examples/documented/python_modular/statistics_mmd_kernel_selection_single.py</b>
686 \verbinclude statistics_mmd_kernel_selection_single.py
688 \li <b>../examples/documented/python_modular/statistics_quadratic_time_mmd.py</b>
689 \verbinclude statistics_quadratic_time_mmd.py
691 \section python_modular_streaming_examples Streaming
694 \li <b>../examples/documented/python_modular/streaming_vw_createcache_modular.py</b>
695 \verbinclude streaming_vw_createcache_modular.py
697 \li <b>../examples/documented/python_modular/streaming_vw_modular.py</b>
698 \verbinclude streaming_vw_modular.py
700 \section python_modular_structure_examples Structure
703 \li <b>../examples/documented/python_modular/structure_discrete_hmsvm_bmrm.py</b>
704 \verbinclude structure_discrete_hmsvm_bmrm.py
706 \li <b>../examples/documented/python_modular/structure_discrete_hmsvm_mosek.py</b>
707 \verbinclude structure_discrete_hmsvm_mosek.py
709 \li <b>../examples/documented/python_modular/structure_dynprog_modular.py</b>
710 \verbinclude structure_dynprog_modular.py
712 \li <b>../examples/documented/python_modular/structure_factor_graph_model.py</b>
713 \verbinclude structure_factor_graph_model.py
715 \li <b>../examples/documented/python_modular/structure_multiclass_bmrm.py</b>
716 \verbinclude structure_multiclass_bmrm.py
718 \li <b>../examples/documented/python_modular/structure_plif_hmsvm_bmrm.py</b>
719 \verbinclude structure_plif_hmsvm_bmrm.py
721 \li <b>../examples/documented/python_modular/structure_plif_hmsvm_mosek.py</b>
722 \verbinclude structure_plif_hmsvm_mosek.py
724 \section python_modular_tests_examples Tests
727 \li <b>../examples/documented/python_modular/tests_check_commwordkernel_memleak_modular.py</b>
728 \verbinclude tests_check_commwordkernel_memleak_modular.py
730 \section python_modular_transfer_examples Transfer
733 \li <b>../examples/documented/python_modular/transfer_multitask_clustered_logistic_regression.py</b>
734 \verbinclude transfer_multitask_clustered_logistic_regression.py
736 \li <b>../examples/documented/python_modular/transfer_multitask_l12_logistic_regression.py</b>
737 \verbinclude transfer_multitask_l12_logistic_regression.py
739 \li <b>../examples/documented/python_modular/transfer_multitask_leastsquares_regression.py</b>
740 \verbinclude transfer_multitask_leastsquares_regression.py
742 \li <b>../examples/documented/python_modular/transfer_multitask_logistic_regression.py</b>
743 \verbinclude transfer_multitask_logistic_regression.py
745 \li <b>../examples/documented/python_modular/transfer_multitask_trace_logistic_regression.py</b>
746 \verbinclude transfer_multitask_trace_logistic_regression.py