Exploratory Data Analysis

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name: layout-general layout: true class: left, middle```{r xaringanExtra, echo=FALSE} xaringanExtra::use_xaringan_extra(c("tile_view", "animate_css", "tachyons", "logo")) ``` ```{r xaringan-tile-view, echo=FALSE} xaringanExtra::use_tile_view() ``` ```{r xaringan-tachyons, echo=FALSE} xaringanExtra::use_tachyons(minified = FALSE) ``` ```{r xaringan-logo, echo=FALSE} xaringanExtra::use_logo( image_url = "./img/Universite_Paris_logo_horizontal.jpg", position = xaringanExtra::css_position(top = "1em", right = "1em"), width = "110px", link_url = "http://master.math.univ-paris-diderot.fr/annee/m1-mi/", exclude_class = c("hide_logo") ) source("./loaders_fixers.R") ``` --- class: middle, center, inverse .helvetica[ .f1.b[Exploratory Data Analysis] .f2[ `r Sys.Date()`] .f3.b.moon-gray[Master I MIDS & MFA] ] --- class: middle .helvetica.f3.b[ - Why ? - How ? ] --- .helvetica.f3.b.ttc[An (old) love story with Data] --- .helvetica.f3.b.ttc[data engineering] .helvetica.w-third.fl.pa2[ .f4[Collect] .f4.moon-gray[Analyze] .f4.moon-gray[Visualize] ] .helvetica.w-two-thirds.fl.pa2[ - Collecting `r fontawesome::fa("download")` - Tidying `r fontawesome::fa("tools")` - Storing/retrieving `r fontawesome::fa("database")` ] --- .helvetica.f3.b.ttc[Data analysis] .helvetica.w-third.fl.pa2[ .f4.moon-gray[Collect] .f4[Analyze] .f4.moon-gray[Visualize] ] .helvetica.w-two-thirds.fl.pa2[ - Counting - Assessing correlations/associations/dependancies - Matrix Analysis: .ttc[correspondance analysis] - Functional Analysis `r fontawesome::fa("wave-square")` ] ??? > je viens de m'apercevoir que le langage des chiffres a ceci de commun avec le langage des fleurs, on lui fait dire ce que l'on veut. Les chiffres parlent, mais ne crient jamais. .tr[Michel Audiard] --- .helvetica.f3.b.ttc[data visualization] .helvetica.w-third.fl.pa2[ .f4.moon-gray[Collect] .f4.moon-gray[Analyze] .f4[Visualize] ] .helvetica.w-two-thirds.fl.pa2[ - Plots `r fontawesome::fa("image")` - Dashboards ```{r, echo=FALSE} knitr::include_url("https://experience.arcgis.com/experience/478220a4c454480e823b17327b2bf1d4") ``` - Animations `r fontawesome::fa("file-video")` ] ??? --- .helvetica.f3.b.ttc[maths background] .helvetica[ - Matrix Analysis ![:faic](bullhorn) - Algorithms - Probability ] --- .helvetica.f3.b.ttc[computer skills] .helvetica[ - `R` and literate programming - Data tidying - Analytic pipelines ] --- class: middle, center, inverse .f1.b.helvetica.ttc[Organization] --- .helvetica.f3.b.ttc[EDA organization] .helvetica.w-third.fl.pa2[ .f4[Schedule] .f4.moon-gray[Validation] ] .helvetica.w-two-thirds.fl.pa2[ Lectures `r fontawesome::fa("chalkboard")` `r fontawesome::fa("laptop")` : 2 hours/week on Wednesday. Practical sessions `r fontawesome::fa("laptop")` : 3 hours/week on Monday. Bring your Laptop. Homeworks `r fontawesome::fa("pen-fancy")` `r fontawesome::fa("laptop-code")` : reports using `R` framework (`Rmarkdown`) Computational resources : `R`, `rstudio`, `Docker` image ] --- .helvetica.f3.b.ttc[EDA organization] .helvetica.w-third.fl.pa2[ .f4.moon-gray[Schedule] .f4[Validation] ] .helvetica.w-two-thirds.fl.pa2[ - 3 homeworks - Each homework consists of + analyzing a dataset (counting, fitting, plotting) + writing a report, typically an HTML document mixing comments, code and graphics. + presenting the report (15 minutes) - Final grade : weighted sum of grades obtained for each homework (1/4, 1/4, 1/2) `r fontawesome::fa("graduation-cap")` ] --- class: middle, center, inverse background-image: url('./img/pexels-cottonbro-3171837.jpg') background-size: 112% .f1.b.helvetica.ttc[the end]