├── .gitignore ├── 1-machine_learning_code ├── 2-trees+ensembles │ ├── 0-data.R │ ├── 1-trees.R │ ├── 2-random_forest.R │ └── 3-gbm.R ├── 3-model_eval │ ├── 1-model_fit.R │ ├── 2a-train_test_err.R │ ├── 2b-train_test_err-avg.R │ ├── 3-regul-lasso.R │ ├── 4-cross_val.R │ └── 5-roc_curve.R ├── 4-nb+nn+svm │ ├── 0-scale.R │ ├── 2-nn.R │ ├── 3-svm.R │ ├── 4-caret.R │ └── 5-ensembles.R └── 5-unsup │ ├── 1-kmeans.R │ └── 2-hclust.R ├── 2-ds_project_example ├── credit.Rmd └── credit.html ├── 3-assessment ├── 0-suplearn_outline_notes.md ├── 1-sample_exam_questions.md └── 2-homework_data_analysis_project.md ├── README.md └── teach-data-science-msc-analytics-ceu.Rproj /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/.gitignore -------------------------------------------------------------------------------- /1-machine_learning_code/2-trees+ensembles/0-data.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/2-trees+ensembles/0-data.R -------------------------------------------------------------------------------- /1-machine_learning_code/2-trees+ensembles/1-trees.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/2-trees+ensembles/1-trees.R -------------------------------------------------------------------------------- /1-machine_learning_code/2-trees+ensembles/2-random_forest.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/2-trees+ensembles/2-random_forest.R -------------------------------------------------------------------------------- /1-machine_learning_code/2-trees+ensembles/3-gbm.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/2-trees+ensembles/3-gbm.R -------------------------------------------------------------------------------- /1-machine_learning_code/3-model_eval/1-model_fit.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/3-model_eval/1-model_fit.R -------------------------------------------------------------------------------- /1-machine_learning_code/3-model_eval/2a-train_test_err.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/3-model_eval/2a-train_test_err.R -------------------------------------------------------------------------------- /1-machine_learning_code/3-model_eval/2b-train_test_err-avg.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/3-model_eval/2b-train_test_err-avg.R -------------------------------------------------------------------------------- /1-machine_learning_code/3-model_eval/3-regul-lasso.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/3-model_eval/3-regul-lasso.R -------------------------------------------------------------------------------- /1-machine_learning_code/3-model_eval/4-cross_val.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/3-model_eval/4-cross_val.R -------------------------------------------------------------------------------- /1-machine_learning_code/3-model_eval/5-roc_curve.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/3-model_eval/5-roc_curve.R -------------------------------------------------------------------------------- /1-machine_learning_code/4-nb+nn+svm/0-scale.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/4-nb+nn+svm/0-scale.R -------------------------------------------------------------------------------- /1-machine_learning_code/4-nb+nn+svm/2-nn.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/4-nb+nn+svm/2-nn.R -------------------------------------------------------------------------------- /1-machine_learning_code/4-nb+nn+svm/3-svm.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/4-nb+nn+svm/3-svm.R -------------------------------------------------------------------------------- /1-machine_learning_code/4-nb+nn+svm/4-caret.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/4-nb+nn+svm/4-caret.R -------------------------------------------------------------------------------- /1-machine_learning_code/4-nb+nn+svm/5-ensembles.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/4-nb+nn+svm/5-ensembles.R -------------------------------------------------------------------------------- /1-machine_learning_code/5-unsup/1-kmeans.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/5-unsup/1-kmeans.R -------------------------------------------------------------------------------- /1-machine_learning_code/5-unsup/2-hclust.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/1-machine_learning_code/5-unsup/2-hclust.R -------------------------------------------------------------------------------- /2-ds_project_example/credit.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/2-ds_project_example/credit.Rmd -------------------------------------------------------------------------------- /2-ds_project_example/credit.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/2-ds_project_example/credit.html -------------------------------------------------------------------------------- /3-assessment/0-suplearn_outline_notes.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/3-assessment/0-suplearn_outline_notes.md -------------------------------------------------------------------------------- /3-assessment/1-sample_exam_questions.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/3-assessment/1-sample_exam_questions.md -------------------------------------------------------------------------------- /3-assessment/2-homework_data_analysis_project.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/3-assessment/2-homework_data_analysis_project.md -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/README.md -------------------------------------------------------------------------------- /teach-data-science-msc-analytics-ceu.Rproj: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/szilard/teach-data-science-msc-analytics-ceu/HEAD/teach-data-science-msc-analytics-ceu.Rproj --------------------------------------------------------------------------------