class: title-acc # Statistical Burger ### Otho --- class: middle # Statistical Learning A set of tools and practices to model and extract informations from a complex dataset. --- class: middle .big-formula[Y ~ X] -- .big-formula[Y ~ X<sub>1</sub> + X<sub>2</sub>] -- .big-formula[Y ~ X<sub>1</sub> + X<sub>2</sub> + X<sub>1</sub>*X<sub>2</sub>] --- class: middle .big-formula[Y = β<sub>0</sub> + β<sub>1</sub>X + ε] -- .big-formula[Y = β<sub>0</sub> + β<sub>1</sub>X + β<sub>2</sub>X<sub>1</sub>X<sub>2</sub> + ε] --- ![](statistical-burger_files/figure-html/first_plot_adv-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-2-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-3-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-4-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-5-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-6-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-7-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-8-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-9-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-10-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-11-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-12-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-13-1.svg)<!-- --> --- class: middle .big[All models are wrong, some are useful.] --- ![](statistical-burger_files/figure-html/unnamed-chunk-14-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-15-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-16-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-17-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-18-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-19-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-21-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-22-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-23-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-24-1.svg)<!-- --> --- class: middle .big[Which model is useful?] --- ![](statistical-burger_files/figure-html/unnamed-chunk-25-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-26-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/show_2_sets-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/predict-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-27-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-28-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-29-1.svg)<!-- --> --- class: middle .big[What if the outcome is categorical?] --- ![](statistical-burger_files/figure-html/unnamed-chunk-30-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/credit_histogram-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/credit_density-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-31-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-32-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-33-1.svg)<!-- --> --- ![](statistical-burger_files/figure-html/unnamed-chunk-34-1.svg)<!-- --> --- class: middle # Thank you! - [Introduction to Statistical Learning in R](http://faculty.marshall.usc.edu/gareth-james/ISL/), - [Supervised Machine Learning in R](https://supervised-ml-course.netlify.com/), - [Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/)