Bonaccorso G. Mastering Machine Learning Algorithms 2ed 2020

File Name

Size

Code Files/Chapter12/parameter_estimation.py

623 B

Code Files/Chapter01/dataset_splitting.py

661 B

Code Files/Chapter12/bayesian_gaussian_mixture.py

855 B

Code Files/Chapter14/hebb_rule-extra.py

961 B

Code Files/Chapter06/k_nearest_neighbors.py

961 B

Code Files/Chapter01/normalization.py

1023 B

Code Files/Chapter13/sparse_pca.py

1.1 kB

Code Files/Chapter08/apriori.py

1.1 kB

Code Files/Chapter10/smoothing.py

1.2 kB

Code Files/Chapter13/kernel_pca.py

1.2 kB

Code Files/Chapter10/tsa_arima.py

1.2 kB

Code Files/Chapter01/whitening.py

1.3 kB

Code Files/Chapter11/metropolis-hastings-sampling.py

1.3 kB

Code Files/Chapter23/supervised_dbn.py

1.3 kB

Code Files/Chapter09/isotonic_regression.py

1.4 kB

Code Files/Chapter16/xgboost.py

1.4 kB

Code Files/Chapter01/cross_validation_2.py

1.4 kB

Code Files/Chapter09/logistic_regression.py

1.4 kB

Code Files/Chapter13/ica.py

1.4 kB

Code Files/Chapter01/regularization.py

1.5 kB

Code Files/Chapter09/huber_regression.py

1.5 kB

Code Files/Chapter07/fuzzy_cmeans.py

1.6 kB

Code Files/Chapter05/label_propagation_scikit_learn.py

1.6 kB

Code Files/Chapter05/label_spreading.py

1.6 kB

Code Files/Chapter13/pca.py

1.6 kB

Code Files/Chapter02/self_training.py

1.6 kB

Code Files/Chapter03/self_training.py

1.6 kB

Code Files/Chapter01/scaling.py

1.7 kB

Code Files/Chapter09/linear_regression.py

1.7 kB

Code Files/Chapter01/cross_validation.py

1.7 kB

Code Files/Chapter14/covariance_rule.py

1.8 kB

Code Files/Chapter23/unsupervised_dbn.py

1.8 kB

Code Files/Chapter16/voting_classifiers.py

2.0 kB

Code Files/Chapter08/biclustering.py

2.0 kB

Code Files/Chapter13/factor_analysis.py

2.0 kB

Code Files/Chapter16/gradient_tree_boosting.py

2.0 kB

Code Files/Chapter06/evaluation_metrics.py

2.1 kB

Code Files/Chapter07/spectral_clustering.py

2.1 kB

Code Files/Chapter06/kmeans.py

2.2 kB

Code Files/Chapter12/gaussian_mixture.py

2.2 kB

Code Files/Chapter04/tsvm_comparison_svm.py

2.2 kB

Code Files/Chapter02/tsvm_comparison_svm.py

2.2 kB

Code Files/Chapter11/pymc3_sampling.py

2.2 kB

Code Files/Chapter17/perceptron.py

2.4 kB

Code Files/Chapter14/sanger_network.py

2.4 kB

Code Files/Chapter05/markov_random_walk.py

2.5 kB

Code Files/Chapter18/batch_normalization.py

2.5 kB

Code Files/Chapter17/mlp.py

2.6 kB

Code Files/Chapter03/cotraining.py

2.6 kB

Code Files/Chapter02/cotraining.py

2.6 kB

Code Files/Chapter05/label_propagation.py

2.6 kB

Code Files/Chapter09/ridge_regression.py

2.6 kB

Code Files/Chapter11/stan_example.py

2.6 kB

Code Files/Chapter14/rubner_tavan_network.py

2.7 kB

Code Files/Chapter20/recurrent.py

2.7 kB

Code Files/Chapter10/tsa.py

2.7 kB

Code Files/Chapter05/laplacian_regularization.py

2.9 kB

Code Files/Chapter09/polynomial_regression.py

3.0 kB

Code Files/Chapter02/cple.py

3.1 kB

Code Files/Chapter04/cple.py

3.1 kB

Code Files/Chapter14/SOM.py

3.1 kB

Code Files/Chapter07/dbscan.py

3.2 kB

Code Files/Chapter25/policy_gradient.py

3.5 kB

Code Files/Chapter11/hmm.py

3.5 kB

Code Files/Chapter19/dcn.py

3.6 kB

Code Files/Chapter15/adaboost.py

3.7 kB

Code Files/Chapter19/dcn_da.py

4.4 kB

Code Files/Chapter15/random_forest.py

4.5 kB

Code Files/Chapter03/generative_gaussian_mixtures.py

4.5 kB

Code Files/Chapter02/generative_gaussian_mixtures.py

4.5 kB

Code Files/Chapter21/dca.py

4.5 kB

Code Files/Chapter21/sparse_dca.py

4.6 kB

Code Files/Chapter18/dropout.py

4.7 kB

Code Files/Chapter21/denoising_dca.py

4.7 kB

Code Files/Chapter21/variational_dca.py

4.7 kB

Code Files/Chapter25/q_learning.py

4.8 kB

Code Files/Chapter02/tsvm.py

4.8 kB

Code Files/Chapter04/tsvm.py

4.8 kB

Code Files/Chapter25/sarsa.py

4.8 kB

Code Files/Chapter02/tsvm_comparison_1_10.py

4.9 kB

Code Files/Chapter04/tsvm_comparison_10_01.py

4.9 kB

Code Files/Chapter04/tsvm_comparison_1_10.py

4.9 kB

Code Files/Chapter02/tsvm_comparison_10_01.py

4.9 kB

Code Files/Chapter04/s3vm.py

5.4 kB

Code Files/Chapter02/s3vm.py

5.4 kB

Code Files/Chapter24/policy_iteration.py

5.7 kB

Code Files/Chapter25/actor_critic_td0.py

5.7 kB

Code Files/Chapter22/dcgan.py

5.7 kB

Code Files/Chapter13/dcgan.py

5.7 kB

Code Files/Chapter22/wgan.py

5.9 kB

Code Files/Chapter13/wgan.py

5.9 kB

Code Files/Chapter24/value_iteration.py

6.1 kB

Code Files/Chapter24/td0.py

6.1 kB

Code Files/Chapter25/td_lambda.py

7.5 kB

Code Files/Chapter25/q_learning_nn.py

8.2 kB

Code Files/Software and hardware list.pdf

153 kB

Bonaccorso G. Mastering Machine Learning Algorithms 2ed 2020.djvu

9.0 MB

Code Files/Chapter10/energydata_complete.csv

11 MB