├── .gitignore ├── 00-introduction.Rmd ├── 01-regression-simple.Rmd ├── 02-regression-multiple.Rmd ├── 03-classification-neighbours.Rmd ├── 04-classification-trees_and_logistic.Rmd ├── 05-classification-nnets.Rmd ├── 06-optimisation-iterative.Rmd ├── 07-clustering.Rmd ├── 08-optimisation-genetic.Rmd ├── 09-recommenders.Rmd ├── 90-convention.Rmd ├── 91-R-setup.Rmd ├── 92-R-vectors.Rmd ├── 93-R-matrices.Rmd ├── 94-R-data-frames.Rmd ├── 99-references.Rmd ├── CITATION.cff ├── CODE_OF_CONDUCT.md ├── LICENSE ├── Makefile ├── README.md ├── bibliography.bib ├── bibstyle.csl ├── chapter-header-motd.md ├── common.R ├── datasets ├── ISLR_Credit.csv ├── README.md ├── datasaurus.csv ├── edstats_2019.csv ├── edstats_2019_wide.csv ├── edstats_meta.csv ├── mnist_deskewed_test.rds ├── mnist_deskewed_train.rds.REMOVED.git-id ├── mnist_keras_model1.h5 ├── mnist_keras_model1d.h5 ├── mnist_keras_model2.h5 ├── mnist_keras_model2d.h5 ├── mnist_keras_model3.h5.REMOVED.git-id ├── mnist_keras_model3d.h5.REMOVED.git-id ├── mnist_keras_models.R ├── sipu_aggregation.csv ├── sipu_pathbased.csv ├── sipu_unbalance.csv ├── winequality-all.csv ├── world_factbook_2020.csv ├── wut_isolation.csv ├── wut_mk2.csv └── wut_z3.csv ├── docs ├── 01-regression-simple-figures │ ├── anscombe-fit-apply-1.png │ ├── anscombe-resid-plot-1.png │ ├── credit-XY-plot-1.png │ ├── credit-different-lines-ssr-1.png │ ├── credit-different-models-1.png │ ├── credit-plot-lm-1.png │ ├── credit-residuals-1.png │ ├── credit-scatter-1.png │ ├── normal-distribs-1.png │ ├── wines-binary-1.png │ ├── wines-ordinal-1.png │ └── wines-regression-1.png ├── 02-regression-multiple-figures │ ├── absresiduals-boxplot-1.png │ ├── anscombe3-1.png │ ├── anscombe4-1.png │ ├── anscombe5-1.png │ ├── anscombe7-1.png │ ├── boxplot-explained-1.png │ ├── boxplot-residuals-1.png │ ├── factbookA6-1.png │ ├── factbookB9-1.png │ ├── factbookC2-1.png │ ├── factbookC3-1.png │ ├── factbookC4-1.png │ ├── factbookC5-1.png │ ├── factbookC7-1.png │ ├── factbookC8-1.png │ ├── factbookD5-1.png │ ├── figBIASVARIANCE1-1.png │ ├── figBIASVARIANCE2-1.png │ ├── figBIASVARIANCE3-1.png │ ├── pairs-1.png │ ├── pearson-interpret-1.png │ ├── poly2-1.png │ ├── resid-vs-fitted-1.png │ ├── scatterplot3dexample-1.png │ ├── simple-recap2-1.png │ ├── violinplot-residuals-1.png │ ├── x12-y-1.png │ └── x12-ycolmap-1.png ├── 03-classification-neighbours-figures │ ├── classify-intro-1.png │ ├── fig-plot-knn1-1.png │ ├── fig-plot-knn25-1.png │ ├── fig-plot-knn3-1.png │ ├── knnreg3-1.png │ ├── standardise-depict-hist-1.png │ └── whichK5-1.png ├── 04-classification-trees_and_logistic-figures │ ├── girlsboys11tree-1.png │ ├── girlsboys7tree-1.png │ ├── glm2-1.png │ ├── joinedstats9-1.png │ ├── lm3b-1.png │ ├── plot-rpart1-1.png │ ├── plot-rpart2-1.png │ ├── plot-rpart221-1.png │ ├── plot-rpart222-1.png │ ├── plot-rpart3-1.png │ ├── sigmoid-1.png │ ├── synthetic-1.png │ └── tree223-1.png ├── 05-classification-nnets-figures │ ├── cross-entropy-revisited-example3-1.png │ ├── deep23-1.png │ ├── deep63-1.png │ ├── deskew2-1.png │ ├── deskew6-1.png │ ├── globalsum-1.png │ ├── globalsum2-1.png │ ├── logistic6-1.png │ ├── mnist-demo-1.png │ └── mnist-info2b-1.png ├── 06-optimisation-iterative-figures │ ├── bfgs-multi-hist-1.png │ ├── bfgs-multi-where-1.png │ ├── contour-g-1.png │ ├── etadef2f-1.png │ ├── etadef3f-1.png │ ├── etastepplot-1.png │ ├── f-global-local-minima-1.png │ ├── f-global-minimum-1.png │ ├── f-global-minimum-not-unique-1.png │ ├── gbfgsvisit-1.png │ ├── gradplots-1.png │ ├── mnist-sgd-1.png │ ├── mnist-sgd2b-1.png │ ├── perspective-g-1.png │ └── smooth-vs-nonsmooth-1.png ├── 07-clustering-figures │ ├── anomaly_detection-1.png │ ├── clustering-benchmarks-plot1-1.png │ ├── clustering-benchmarks-plot2-1.png │ ├── clustering-benchmarks-plot3-1.png │ ├── clustering-benchmarks-plot4-1.png │ ├── clustering-benchmarks-plot5-1.png │ ├── clustering-benchmarks-plot6-1.png │ ├── clustering-factbook10-1.png │ ├── clustering-factbook12-1.png │ ├── clustering-factbook7-1.png │ ├── clustering-illustration-1.png │ ├── complete-linkage-hier5-intro-1.png │ ├── dendrograms-1.png │ ├── kmeanimpl-plot-1.png │ ├── kmeans-different-K-1.png │ ├── kmeans-problem1-1.png │ ├── kmeans-problem2-1.png │ ├── kmeans12-1.png │ ├── kmeans123-1.png │ ├── linkages-1.png │ ├── linkages-hier52-1.png │ ├── princomp-1.png │ ├── sipu-unbalance3a-1.png │ ├── sipu-unbalance3b-1.png │ ├── sipu-unbalance6-1.png │ ├── sipu_unbalance2-1.png │ └── unsupervised-1.png ├── 08-optimisation-genetic-figures │ ├── gendata5-1.png │ └── gendata_example-1.png ├── 09-recommenders-figures │ └── movielens8-1.png ├── 92-R-vectors-figures │ ├── irisplot-factors-1.png │ ├── runif-vs-rnorm-1.png │ ├── sincos-1.png │ └── vectorplot-1.png ├── 93-R-matrices-figures │ └── matplot-sincos-1.png ├── 94-R-data-frames-figures │ ├── boxplot-metaprogramming-1.png │ └── plotz-metaprogramming-1.png ├── CNAME ├── appendix-convention.html ├── classification-with-k-nearest-neighbours.html ├── classification-with-trees-and-linear-models.html ├── clustering.html ├── continuous-optimisation-with-iterative-algorithms.html ├── data-frame-wrangling-in-r.html ├── figures │ ├── convex_function.png │ ├── convex_set.png │ ├── crossover.png │ ├── logistic_regression_binary.png │ ├── logistic_regression_multiclass.png │ ├── neuron.png │ ├── nnet.png │ └── perceptron.png ├── index.html ├── libs │ ├── gitbook-2.6.7 │ │ ├── css │ │ │ ├── fontawesome │ │ │ │ └── fontawesome-webfont.ttf │ │ │ ├── plugin-bookdown.css │ │ │ ├── plugin-clipboard.css │ │ │ ├── plugin-fontsettings.css │ │ │ ├── plugin-highlight.css │ │ │ ├── plugin-search.css │ │ │ ├── plugin-table.css │ │ │ └── style.css │ │ └── js │ │ │ ├── app.min.js │ │ │ ├── clipboard.min.js │ │ │ ├── jquery.highlight.js │ │ │ ├── lunr.js │ │ │ ├── plugin-bookdown.js │ │ │ ├── plugin-clipboard.js │ │ │ ├── plugin-fontsettings.js │ │ │ ├── plugin-search.js │ │ │ └── plugin-sharing.js │ ├── header-attrs-2.11 │ │ └── header-attrs.js │ └── jquery-2.2.3 │ │ └── jquery.min.js ├── lmlcr.pdf ├── matrix-algebra-in-r.html ├── multiple-regression.html ├── optimisation-with-genetic-algorithms.html ├── recommender-systems.html ├── references.html ├── search_index.json ├── setting-up-the-r-environment.html ├── shallow-and-deep-neural-networks.html ├── simple-linear-regression.html └── vector-algebra-in-r.html └── figures ├── README.md ├── combination1.pdf ├── combination1.png ├── combination1.svgz ├── combination2.pdf ├── combination2.png ├── combination2.svgz ├── combination3.pdf ├── combination3.png ├── combination3.svgz ├── convex_concave.pdf ├── convex_concave.png ├── convex_concave.svgz ├── convex_function.pdf ├── convex_function.png ├── convex_function.svgz ├── convex_set.pdf ├── convex_set.png ├── convex_set.svgz ├── cover.pdf ├── cover.png ├── cover.svgz ├── crossover.pdf ├── crossover.png ├── crossover.svgz ├── logistic_regression_binary.pdf ├── 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