Professional Certificate in Data Analysis for Evolutionary Biologists
-- ViewingNowThe Professional Certificate in Data Analysis for Evolutionary Biologists is a comprehensive course designed to equip learners with essential data analysis skills tailored for the evolutionary biology industry. This program bridges the gap between biology and data science, empowering learners to tackle complex problems in their field using cutting-edge techniques.
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⢠Data Manipulation in R: Working with data frames, subsetting, merging, and reshaping data.
⢠Statistical Analysis: Descriptive and inferential statistics, hypothesis testing, and confidence intervals.
⢠Data Visualization: Plotting and charting data with ggplot2 and other R packages.
⢠Population Genetics: Fundamentals of population genetics, Hardy-Weinberg equilibrium, and F-statistics.
⢠Phylogenetic Analysis: Building and interpreting phylogenetic trees using R packages such as ape and phangorn.
⢠Genomic Data Analysis: Variant calling, genome-wide association studies (GWAS), and differential gene expression analysis.
⢠Machine Learning for Evolutionary Biology: Unsupervised and supervised machine learning techniques, with a focus on clustering methods and classification algorithms.
⢠Reproducible Research: Version control with Git, using RMarkdown for dynamic documents, and creating reproducible analyses.
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