ONLINE COURSE – Introduction to Machine Learning using R and Rstudio (IMLR02)
https://www.prstats.org/course/introduction-to-machine-learning-using-r-and-rstudio-imlr02/ Please feel free to share! 23rd - 25th January 2024 COURSE DETAILS - In this three-day course, we provide a comprehensive practical and theoretical introduction to statistical machine learning using R. We start by introducing the concepts of supervised and unsupervised learning. We firstly explore unsupervised learning, and introduce k-means and hierarchical clustering, as well as principal components analysis. We then move to supervised learning methods, and cover logistic regression and regularisation methods (such as ridge regression and the LASSO). After that, we introduce the k-nearest neighbours method, and classification and regression trees (CART). Finally, we explore extensions to CART, such as random forests and, if time allows, Bayesian additive regression trees (BART). Please email oliverhoo...@prstatistics.com with any questions. *Confirmed courses for 2024* *January* Model selection and model simplification (MSMS04) https://www.prstats.org/course/online-course-model-selection-and-model-simplification-msms04/ Quantitative analysis of infrared spectroscopy data for soil and plant sciences (SPEC02) https://www.prstats.org/course/quantitative-analysis-of-infrared-spectroscopy-data-for-soil-and-plant-sciences-spec02/ Introduction to Machine Learning using R and Rstudio (IMLR02) https://www.prstats.org/course/introduction-to-machine-learning-using-r-and-rstudio-imlr02/ Spatial and Spatial-Temporal Modelling Using R-INLA (SSTM01) https://www.prstats.org/course/spatial-and-spatial-temporal-modelling-using-r-inla-sstm01/ *February* Introduction to Time Series Analysis using R and Rstudio (ITSA02) https://www.prstats.org/course/introduction-to-time-series-analysis-using-r-and-rstudio-itsa02/ Introdução a Modelos Lineares Generalizados usando R e R Studio (IGLM07) https://www.prstats.org/course/curso-online-introducao-a-modelos-lineares-generalizados-usando-r-e-r-studio-iglm07/ Introdução a Modelos Mistos usando R e R Studio (IMMR08) https://www.prstats.org/course/introducao-a-modelos-mistos-usando-r-e-r-studio-immr08/ *March* An Introduction to Spatial Eco-Phylogenetics and Comparative Methods (SECM01) https://www.prstats.org/course/an-introduction-to-spatial-eco-phylogenetics-and-comparative-methods-secm01/ Data visualization with ggplot2 using R and Rstudio (DVGG04) https://www.prstats.org/course/data-visualization-with-ggplot2-using-r-and-rstudio-dvgg04/ *April* Stable Isotope Mixing Models using SIBER, SIAR, MixSIAR (SIMM10) https://www.prstats.org/course/online-course-stable-isotope-mixing-models-using-siber-siar-mixsiar-simm10/ *May* Movement Ecology Using R(MOVE06) https://www.prstats.org/course/movement-ecology-using-rmove06/ Species Distribution Modelling With Bayesian Statistics Using R (SDMB05) https://www.prstats.org/course/species-distribution-modelling-with-bayesian-statistics-using-r-sdmb05/ *June* *Metabarcoding Pipelines for Eukariotic Communities: Understanding the Theoretical Framework of Metabarcoding Pipelines with MJOLNIR3 (MPEC01)* https://www.prstats.org/course/metabarcoding-pipelines-for-eukariotic-communities-understanding-the-theoretical-framework-of-metabarcoding-pipelines-with-mjolnir3-mpec01/ *September* Multivariate Analysis Of Ecological Communities Using R With The VEGAN package (VGNR06) https://www.prstats.org/course/multivariate-analysis-of-ecological-communities-using-r-with-the-vegan-package-vgnr06/ Reproducible and collaborative data analysis with R (RACR03) https://www.prstats.org/course/reproducible-and-collaborative-data-analysis-with-r-racr03/ -- Oliver Hooker PhD. PR statistics [[alternative HTML version deleted]] _______________________________________________ R-sig-ecology mailing list R-sig-ecology@r-project.org https://stat.ethz.ch/mailman/listinfo/r-sig-ecology
