├── README.md ├── book_001_intro_202401.pdf ├── book_020_MLintro_202406.pdf ├── book_021_kNN_202413.pdf ├── book_023_linclass_202308.pdf ├── book_030_ens_202409.pdf ├── book_031_rf_202403.pdf ├── book_043_linreg_202305.pdf ├── book_044_trees_202305.pdf ├── book_047_anomaly_06.pdf ├── book_048_bias_variance_202306.pdf ├── book_053_control_202309.pdf ├── book_071_regressionerrors_202306.pdf ├── book_072_classificationerrors_202406.pdf ├── book_073_logloss_202407.pdf ├── book_074_rocauc_202410.pdf ├── book_075_multiclass_202408.pdf └── book_081_cluster_202401.pdf /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/README.md -------------------------------------------------------------------------------- /book_001_intro_202401.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_001_intro_202401.pdf -------------------------------------------------------------------------------- /book_020_MLintro_202406.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_020_MLintro_202406.pdf -------------------------------------------------------------------------------- /book_021_kNN_202413.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_021_kNN_202413.pdf -------------------------------------------------------------------------------- /book_023_linclass_202308.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_023_linclass_202308.pdf -------------------------------------------------------------------------------- /book_030_ens_202409.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_030_ens_202409.pdf -------------------------------------------------------------------------------- /book_031_rf_202403.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_031_rf_202403.pdf -------------------------------------------------------------------------------- /book_043_linreg_202305.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_043_linreg_202305.pdf -------------------------------------------------------------------------------- /book_044_trees_202305.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_044_trees_202305.pdf -------------------------------------------------------------------------------- /book_047_anomaly_06.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_047_anomaly_06.pdf -------------------------------------------------------------------------------- /book_048_bias_variance_202306.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_048_bias_variance_202306.pdf -------------------------------------------------------------------------------- /book_053_control_202309.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_053_control_202309.pdf -------------------------------------------------------------------------------- /book_071_regressionerrors_202306.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_071_regressionerrors_202306.pdf -------------------------------------------------------------------------------- /book_072_classificationerrors_202406.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_072_classificationerrors_202406.pdf -------------------------------------------------------------------------------- /book_073_logloss_202407.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_073_logloss_202407.pdf -------------------------------------------------------------------------------- /book_074_rocauc_202410.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_074_rocauc_202410.pdf -------------------------------------------------------------------------------- /book_075_multiclass_202408.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_075_multiclass_202408.pdf -------------------------------------------------------------------------------- /book_081_cluster_202401.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Dyakonov/MLDM_BOOK/HEAD/book_081_cluster_202401.pdf --------------------------------------------------------------------------------