The @RLadiesMelb community really wanted to learn advanced #rstats topics, so in this thread I will highlight some of the useful resources and tips from our events incl. #reproducibleresearch, #rmarkdown, #bookdown, #nlp, #randomforest, #webscraping, #mixOmics 📦, #rshiny & more
@RLadiesMelb For a great overview of the "evolution" of #reproducibleresearch, best practices for #rmarkdown, an introduction to #workflowr and how to work with #bigdata in R via #AWS check out the presentation by @MrsLaviniaG here: mrslaviniag.github.io/xaringan_prese…
@RLadiesMelb @MrsLaviniaG A useful introduction and tutorial for how to write articles in #bookdown by @annaquagli can be found here: rpubs.com/annaquagli/471… (bonus if your journal already has an #rmarkdown template!)
@RLadiesMelb @MrsLaviniaG @annaquagli You can work through the materials in this github repo by @SoroorHediyeh to learn how to write a book or thesis in #bookdown: github.com/R-LadiesMelbou…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh To take your workflow a step further and learn how to apply #containerisation to your research (& avoid issues w/ different computing environments or software versions) check out the talk by @smwindecker github.com/smwindecker/ho… and recording here: youtube.com/watch?v=zk9o-s…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker If you've ever wanted to analyze Twitter data, this is a fabulous tutorial outlining steps to download data through to visualization. ICYMI, twitter only lets you download data from the last 2 weeks, so plan ahead if you have a specific analysis in mind! github.com/R-LadiesMelbou…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker Another fab resource for #socialmedia data analysis including introductory slides, a twitter analysis workable example and also DIY challenges: github.com/R-LadiesMelbou…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker For those who are interested in text analysis, check out the talk by @MariaProkofieva covering text pre-processing, analysis of word frequencies, sentiment analysis, word clouds and topic modelling: youtube.com/watch?v=WOVwOQ… (github repo here: github.com/R-LadiesMelbou…)
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker @MariaProkofieva For an overview and tutorial on how to use #spaCyR for natural language processing, including text processing, tokenization, analyzing linguistic features & semantic similarity, check out this talk by @nushkee gitpitch.com/anamamatelashv… and recording here: youtube.com/watch?v=teouBS…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker @MariaProkofieva @nushkee This is a great tutorial that goes through vectorization, the "apply" function, & parallel programming using the foreach & doParallel 📦for when our R analyses require > computing power and/or faster programming: github.com/R-LadiesMelbou… and recording here: youtube.com/watch?v=sXEn4M…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker @MariaProkofieva @nushkee For those needing to run non-parametric and semi-parametric regression models in R, this webinar goes through Generalized Additive Models, Partial Linear Models and Single-Index models using the ‘np’ and ‘mgcv’ 📦: youtube.com/watch?v=IB_2Vg… & github repo: github.com/R-LadiesMelbou…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker @MariaProkofieva @nushkee For a great tutorial on #randomforest and #decisiontree analysis using #climatechange data, check out this talk by @evbln: youtube.com/watch?v=4rjhPG… and github repo with slides: github.com/R-LadiesMelbou…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker @MariaProkofieva @nushkee @evbln If you work with large biological #omics datasets, learn about multivariate analysis using the mixOmics 📦including data exploration, dimension reduction and visualisation in this tutorial by @mixOmics_team github.com/R-LadiesMelbou…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker @MariaProkofieva @nushkee @evbln @mixOmics_team A great tutorial that covers the basics and some more advanced tips on #rshiny and how to build interactive web applications with R can be found in this github repo by @goknurginer: github.com/goknurginer/R-…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker @MariaProkofieva @nushkee @evbln @mixOmics_team @goknurginer If you haven't jumped on the #blogdown bandwagon yet, @statsgen gave a fabulous talk on how to set up your own personal website or blog: rladies-melb-blogdown.netlify.com/#1
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker @MariaProkofieva @nushkee @evbln @mixOmics_team @goknurginer @statsgen Last but not least, @RLadiesMelb was lucky to host @apreshill & @hadleywickham from @rstudio this year 😍recording from Hadley's "Designing #datascience" talk: youtube.com/watch?v=bNVcDE… & slides: github.com/R-LadiesMelbou…
@RLadiesMelb @MrsLaviniaG @annaquagli @SoroorHediyeh @smwindecker @MariaProkofieva @nushkee @evbln @mixOmics_team @goknurginer @statsgen @apreshill @hadleywickham @rstudio And also slides from the one and only @apreshill talk at @RLadiesMelb: "Take a sad plot and make it better" alison.rbind.io/talk/2019-rlad…
