├── 01-shell ├── 01-shell.Rmd ├── 01-shell.html └── images │ ├── redirects-and-pipes.svg │ ├── shell-1.png │ ├── shell-2.png │ └── shell_command_syntax.svg ├── 02-git ├── 02-git.Rmd ├── 02-git.html ├── data │ ├── stellies-speech.pdf │ └── stellies-speech.txt ├── figures │ └── wordcloud.pdf ├── makefile ├── media │ ├── create_repo.gif │ └── open_git.gif └── scripts │ ├── report.html │ ├── report.rmd │ └── wordcloud.R ├── 03-sql ├── 03-sql.Rmd ├── 03-sql.html └── data │ ├── wid-dta-za.csv │ └── wid_dta_za.db ├── 04-julia ├── 04-julia-slides.ipynb └── 04-julia.ipynb ├── 05-julia-data ├── 05-julia-data.ipynb └── 05_data.csv ├── 06-functions ├── 06-functions.Rmd └── 06-functions.html ├── 07-parallel ├── 07-parallel.Rmd └── 07-parallel.html ├── 08-cloud └── 11-cloud.Rmd ├── 09-big-data └── 12-big-data.Rmd ├── 10-intro-ml ├── 10-ml-intro.Rmd └── 10-ml-intro.html ├── 11-regularisation ├── 11-regularisation.Rmd ├── 11-regularisation.html ├── 11-regularisation_files │ └── figure-html │ │ ├── regression_1-1.png │ │ ├── regression_2-1.png │ │ ├── regression_3-1.png │ │ ├── regression_5-1.png │ │ ├── regression_6-1.png │ │ ├── regression_7-1.png │ │ ├── ridge_lasso-1.png │ │ ├── tuning-1.png │ │ └── vip-1.png ├── libs │ └── header-attrs-2.11 │ │ └── header-attrs.js └── xaringan-themer.css ├── 12-decision-trees ├── 12-decision-trees.Rmd ├── 12-decision-trees.html ├── 12-decision-trees_files │ └── figure-html │ │ ├── bagging-1-1.png │ │ ├── bagging-2-1.png │ │ └── regression_1-1.png ├── bagging-1.png ├── boosted-trees-process.png ├── libs │ └── header-attrs-2.11 │ │ └── header-attrs.js ├── pruned-ames.png ├── pruning.png ├── stopping.png ├── stump-1.png ├── stump-2.png ├── stump-3.png ├── stump-4.png └── xaringan-themer.css ├── 13-boosting ├── 13-boosting.Rmd ├── 13-boosting.html ├── 13-boosting_files │ └── figure-html │ │ ├── grad_1-1.png │ │ ├── grad_2-1.png │ │ ├── grad_3-1.png │ │ ├── hyper_1-1.png │ │ ├── hyper_2-1.png │ │ ├── hyper_3-1.png │ │ ├── hyper_4-1.png │ │ └── hyper_5-1.png ├── libs │ └── header-attrs-2.11 │ │ └── header-attrs.js └── xaringan-themer.css ├── README.md ├── extra ├── 01_data │ ├── 00_Realtime_Real_GDP_Seasonally_Adjusted_Vintages.csv │ ├── 00_Realtime_Real_GDP_Seasonally_Adjusted_Vintages_standardized.csv │ └── hist_arma.csv ├── 02_figures │ ├── Darts-Time-Series-Made-Easy-in-Python-100-694x392.jpg │ ├── LAI-Full-Dark.svg │ ├── LightGBM_logo_black_text.svg │ ├── PyTorch_logo_black.svg │ ├── Scikit_learn_logo_small.svg │ ├── cropped-signature_large.jpg │ ├── darts-logo-new.png │ ├── darts-logo-trim.png │ ├── pylight.png │ └── ray_header_logo.png ├── ber-present.html ├── ber-present.ipynb ├── ber-present.qmd ├── ber-present_files │ ├── figure-revealjs │ │ ├── fig-ar-forecast-output-1.png │ │ ├── fig-arma-output-1.png │ │ ├── fig-comparison-output-1.png │ │ ├── fig-gdp-full-1-output-1.png │ │ ├── fig-gdp-full-2-output-1.png │ │ ├── fig-gdp-hyper-1-output-1.png │ │ ├── fig-gdp-hyper-2-output-1.png │ │ ├── fig-gdp-hyper-output-1.png │ │ ├── fig-gdp-precovid-output-1.png │ │ ├── fig-lgbm-forecast-output-1.png │ │ ├── fig-lgbm-output-1.png │ │ ├── fig-lstm-output-1.png │ │ ├── fig-nbeats-output-1.png │ │ ├── fig-nbeatsx-forecast-output-1.png │ │ ├── fig-nbeatsx-output-1.png │ │ ├── fig-nhits-forecast-output-1.png │ │ ├── fig-nhits-output-1.png │ │ ├── fig-rf-forecast-output-1.png │ │ ├── fig-rf-output-1.png │ │ ├── fig-rnn_gru-forecast-output-1.png │ │ ├── fig-rnn_gru-output-1.png │ │ ├── fig-rnn_lstm-forecast-output-1.png │ │ ├── fig-svr-forecast-output-1.png │ │ ├── fig-svr-output-1.png │ │ ├── fig-tcn-forecast-output-1.png │ │ ├── fig-tcn-output-1.png │ │ └── fig-ts-cv-output-1.png │ └── libs │ │ ├── clipboard │ │ └── clipboard.min.js │ │ ├── quarto-html │ │ ├── popper.min.js │ │ ├── quarto-html.min.css │ │ ├── quarto-syntax-highlighting.css │ │ ├── tabby.min.js │ │ ├── tippy.css │ │ └── tippy.umd.min.js │ │ └── revealjs │ │ ├── dist │ │ ├── reset.css │ │ ├── reveal.css │ │ ├── reveal.esm.js │ │ ├── reveal.esm.js.map │ │ ├── reveal.js │ │ ├── reveal.js.map │ │ └── theme │ │ │ ├── fonts │ │ │ ├── league-gothic │ │ │ │ ├── LICENSE │ │ │ │ ├── league-gothic.css │ │ │ │ ├── league-gothic.eot │ │ │ │ ├── league-gothic.ttf │ │ │ │ └── league-gothic.woff │ │ │ └── source-sans-pro │ │ │ │ ├── LICENSE │ │ │ │ ├── source-sans-pro-italic.eot │ │ │ │ ├── source-sans-pro-italic.ttf │ │ │ │ ├── source-sans-pro-italic.woff │ │ │ │ ├── source-sans-pro-regular.eot │ │ │ │ ├── source-sans-pro-regular.ttf │ │ │ │ ├── source-sans-pro-regular.woff │ │ │ │ ├── source-sans-pro-semibold.eot │ │ │ │ ├── source-sans-pro-semibold.ttf │ │ │ │ ├── source-sans-pro-semibold.woff │ │ │ │ ├── source-sans-pro-semibolditalic.eot │ │ │ │ ├── source-sans-pro-semibolditalic.ttf │ │ │ │ ├── source-sans-pro-semibolditalic.woff │ │ │ │ └── source-sans-pro.css │ │ │ └── quarto.css │ │ └── plugin │ │ ├── highlight │ │ ├── highlight.esm.js │ │ ├── highlight.js │ │ ├── monokai.css │ │ ├── plugin.js │ │ └── zenburn.css │ │ ├── markdown │ │ ├── markdown.esm.js │ │ ├── markdown.js │ │ └── plugin.js │ │ ├── math │ │ ├── katex.js │ │ ├── math.esm.js │ │ ├── math.js │ │ ├── mathjax2.js │ │ ├── mathjax3.js │ │ └── plugin.js │ │ ├── notes │ │ ├── notes.esm.js │ │ ├── notes.js │ │ ├── plugin.js │ │ └── speaker-view.html │ │ ├── pdf-export │ │ ├── pdfexport.js │ │ └── plugin.yml │ │ ├── quarto-line-highlight │ │ ├── line-highlight.css │ │ ├── line-highlight.js │ │ └── plugin.yml │ │ ├── quarto-support │ │ ├── footer.css │ │ ├── plugin.yml │ │ └── support.js │ │ ├── reveal-menu │ │ ├── menu.css │ │ ├── menu.js │ │ ├── plugin.yml │ │ ├── quarto-menu.css │ │ └── quarto-menu.js │ │ ├── search │ │ ├── plugin.js │ │ ├── search.esm.js │ │ └── search.js │ │ └── zoom │ │ ├── plugin.js │ │ ├── zoom.esm.js │ │ └── zoom.js ├── ber-presentation-example.pdf ├── example.html ├── example.qmd ├── example_files │ ├── figure-html │ │ └── fig-polar-output-1.png │ └── libs │ │ ├── bootstrap │ │ ├── bootstrap-icons.css │ │ ├── bootstrap-icons.woff │ │ ├── bootstrap.min.css │ │ └── bootstrap.min.js │ │ ├── clipboard │ │ └── clipboard.min.js │ │ └── quarto-html │ │ ├── anchor.min.js │ │ ├── popper.min.js │ │ ├── quarto-syntax-highlighting.css │ │ ├── quarto.js │ │ ├── tippy.css │ │ └── tippy.umd.min.js └── slides.scss ├── notebooks ├── 01_shell_basics.ipynb ├── lecture-1.Rmd ├── lecture-1.html ├── lecture-2-slides.Rmd ├── lecture-2-slides.html ├── lecture-2.Rmd ├── lecture-2.html ├── lecture-3-slides.Rmd ├── lecture-3-slides.html ├── lecture-3.Rmd ├── lecture-3.html ├── lecture-4-slides.Rmd ├── lecture-4-slides.html ├── lecture-4.Rmd ├── lecture-4.html ├── lecture-5.R ├── lecture-5.Rmd ├── lecture-8.Rmd ├── lecture-8.html ├── lecture-9.Rmd └── lecture-9.html └── research-project ├── README.md ├── bin ├── book_summary.sh └── top_words.sh ├── data ├── dracula.txt ├── frankenstein.txt ├── jane_eyre.txt ├── moby_dick.txt ├── sense_and_sensibility.txt ├── sherlock_holmes.txt └── time_machine.txt ├── docs └── 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