├── .gitattributes ├── .idea ├── .gitignore ├── mn_hw.iml ├── modules.xml └── vcs.xml ├── LICENSE ├── README.md ├── anomaly_detection ├── __equal.m ├── check_predictions.m ├── estimate_gaussian.m ├── gaussian_distribution.m ├── identify_outliers.m ├── metrics.m ├── multivariate_gaussian.m └── optimal_threshold.m ├── checker.py ├── checker ├── .DS_Store ├── config.json ├── input │ ├── .DS_Store │ ├── task1 │ │ ├── ref_1.mat │ │ ├── ref_2.mat │ │ ├── ref_3.mat │ │ ├── ref_4.mat │ │ ├── ref_5.mat │ │ ├── test_1.mat │ │ ├── test_2.mat │ │ ├── test_3.mat │ │ ├── test_4.mat │ │ └── test_5.mat │ ├── task2 │ │ ├── cholesky_like.mat │ │ ├── load1.mat │ │ ├── load2.mat │ │ ├── load3.mat │ │ ├── load4.mat │ │ └── random_vectors.mat │ └── task3 │ │ ├── data │ │ ├── large_20k_tinyshakespeare.txt │ │ ├── medium_2k_jekyll_and_hyde.txt │ │ ├── small_100_poe.txt │ │ ├── x_abc.txt │ │ └── x_piatza.txt │ │ └── ref │ │ ├── 10_ref_abc_stochastic_matrix.mat │ │ ├── 11_ref_poe_stochastic_matrix.mat │ │ ├── 12_ref_jekyllandhyde_stochastic_matrix.mat │ │ ├── 1_ref_piatza_split_input.mat │ │ ├── 2_ref_piatza_distinct_words.mat │ │ ├── 3_ref_abc_distinct_words.mat │ │ ├── 4_ref_abc_k_secv_2.mat │ │ ├── 5_ref_abc_k_secv_3.mat │ │ ├── 6_ref_abc_distinct_k_secv.mat │ │ ├── 7_ref_poe_distinct_k_secv_and_distinct_words.mat │ │ ├── 8_ref_poe_word_idx.mat │ │ └── 9_ref_poe_word_idx_and_k_secv_idx.mat ├── task-1 │ ├── estimate_gaussian_1 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── estimate_gaussian_2 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── estimate_gaussian_3 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── estimate_gaussian_4 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── estimate_gaussian_5 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── identify_outliers_1 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── identify_outliers_2 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── identify_outliers_3 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── identify_outliers_4 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── identify_outliers_5 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── multivariate_gaussian_1 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── multivariate_gaussian_2 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── multivariate_gaussian_3 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── multivariate_gaussian_4 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── multivariate_gaussian_5 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── optimal_threshold_1 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── optimal_threshold_2 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── optimal_threshold_3 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── optimal_threshold_4 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ └── optimal_threshold_5 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout ├── task-2 │ ├── build-kernel1 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── build-kernel2 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── build-kernel3 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── build-kernel4 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── test-cholesky-func │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── test-dataset1 │ │ ├── octave-workspace │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── test-dataset2 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── test-dataset3 │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── test-dataset4 │ │ ├── octave-workspace │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── test-get-prediction-params-iter │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── test-get-prediction-params-iter2 │ │ ├── octave-workspace │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── test-get-prediction-params │ │ ├── octave-workspace │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── test-get-prediction-params2 │ │ ├── octave-workspace │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ ├── test-kernel-functions │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout │ └── test-lower-inverse │ │ ├── ref │ │ ├── run_test.m │ │ └── stdout └── task-3 │ ├── test-abc-distinct-k-secv │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── ouput.mat │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-abc-distinct-words │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── output.mat │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-abc-k-secv-2 │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── ouput.mat │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-abc-k-secv-3 │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── ouput.mat │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-abc-stochastic-matrix │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── ouput.mat │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-jekyllandhyde-stochastic-matrix │ ├── checker.sh │ ├── input.txt │ ├── octave-workspace │ ├── original_input.txt │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-piatza-distinct-words │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── output.mat │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-poe-distinct-k-secv-and-distinct-words │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── ouput.mat │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-poe-stochastic-matrix │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── ouput.mat │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-poe-word-idx-and-k-secv-idx │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── ouput.mat │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-poe-word-idx │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── ouput.mat │ ├── ref │ ├── run_test.m │ └── stdout │ ├── test-split-input │ ├── checker.sh │ ├── input.txt │ ├── original_input.txt │ ├── output.mat │ ├── ref │ ├── run_test.m │ └── stdout │ └── tests │ └── logs │ ├── checker_logs.txt │ └── error_all.txt ├── docs ├── HelpTOC.json ├── Map.jhm ├── api-object-digest.json ├── build-kernel.html ├── cholesky.html ├── config.json ├── current.help.version ├── detectiaanomaliilor.html ├── distinct-k-secv.html ├── distinct-words.html ├── estimate-gaussian.html ├── get-lower-inverse.html ├── get-prediction-params-iter.html ├── get-predictions-params.html ├── identify-outliers.html ├── images │ ├── checker.png │ ├── checkert3.png │ ├── multivairate.png │ └── numericalmethods.png ├── index.html ├── k-secv-idx.html ├── k-secv.html ├── kernel-functions.html ├── kernel-regression.html ├── markov-text-generation.html ├── multivariate-gaussian.html ├── optimal-threshold.html ├── split-dataset.html ├── starter.html ├── stochastic-matrix.html └── word-idx.html ├── kernel_regression ├── build_kernel.m ├── cholesky.m ├── conjugate_gradient.m ├── eval_value.m ├── gaussian_kernel.m ├── get_lower_inverse.m ├── get_prediction_params.m ├── get_prediction_params_iterative.m ├── linear_kernel.m ├── polynomial_kernel.m └── split_dataset.m ├── stochastic_text_gen ├── distinct_k_secv.m ├── distinct_words.m ├── k_secv.m ├── k_secv_idx.m ├── prob_choose.m ├── punctuation.m ├── sample_n_words.m ├── sample_next_word.m ├── split_input.m ├── stochastic_matrix.m ├── tema1_script.m ├── test │ └── test.txt └── word_idx.m └── utils ├── Source-utils ├── Writerside │ ├── c.list │ ├── cfg │ │ └── buildprofiles.xml │ ├── images │ │ ├── checker.png │ │ ├── checkert3.png │ │ ├── multivairate.png │ │ └── numericalmethods.png │ ├── m.tree │ ├── redirection-rules.xml │ ├── topics │ │ ├── DetectiaAnomaliilor.md │ │ ├── Kernel-Regression.md │ │ ├── Markov-Text-Generation.md │ │ ├── build-kernel.md │ │ ├── cholesky.md │ │ ├── distinct-k-secv.md │ │ ├── distinct-words.md │ │ ├── estimate-gaussian.md │ │ ├── get-lower-inverse.md │ │ ├── get-prediction-params-iter.md │ │ ├── get-predictions-params.md │ │ ├── identify-outliers.md │ │ ├── k-secv-idx.md │ │ ├── k-secv.md │ │ ├── kernel-functions.md │ │ ├── multivariate-gaussian.md │ │ ├── optimal-threshold.md │ │ ├── split-dataset.md │ │ ├── starter.md │ │ ├── stochastic-matrix.md │ │ └── word-idx.md │ ├── v.list │ └── writerside.cfg ├── pdfSourceM.html ├── pdfSourceM.pdf └── webHelpM2-all.zip ├── checker_README.md └── cmake-utils ├── CMakeLists.txt └── cmake-build-debug ├── .cmake └── api │ └── v1 │ ├── query │ ├── cache-v2 │ ├── cmakeFiles-v1 │ ├── codemodel-v2 │ └── toolchains-v1 │ └── reply │ ├── cache-v2-021f1cc46ac92e8d9a22.json │ ├── cmakeFiles-v1-61216e2f7064c02758de.json │ ├── codemodel-v2-0623add19f7bb087c7c6.json │ ├── directory-.-Debug-f5ebdc15457944623624.json │ ├── index-2024-04-16T12-45-37-0956.json │ ├── target-Tema1MN-Debug-226ff906b820bf7551d5.json │ └── toolchains-v1-1a22d9ad962073fe4f39.json ├── CMakeCache.txt ├── CMakeFiles ├── 3.27.0 │ ├── CMakeCCompiler.cmake │ ├── CMakeDetermineCompilerABI_C.bin │ ├── CMakeSystem.cmake │ └── CompilerIdC │ │ ├── CMakeCCompilerId.c │ │ └── a.out ├── CMakeConfigureLog.yaml ├── TargetDirectories.txt ├── 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