Marina Varfolomeeva's Projects
π©βπ« Basic Biostatistics - taught in autumn 2022; π probability, distributions, hypothesis testing, t-test, binomial test, chi-squared test, contingency tables, correlation, regression, ANOVA, monparametric methods; π οΈ R, ggplot2, dplyr, pwr, MASS
Curiosity-driven data (re)analysis
π Data Engineering Zoomcamp (spring 2024) by DataTalksClub - Notes, homeworks | π οΈ GCP, BigQuery, Terraform, Docker, PostgreSQL, Mage, dbt, Spark, Kafka
dbt project homework 4, Data Engineering Zoomcamp 2024
Data engineering pipeline for collecting, transforming, analysing, and visualising UK crime data.
π©βπ« Intro to R, data visualisation and linear models - taught in autumn 2017; π t-test, power analysis, correlation, regression, ANOVA; π οΈ R, ggplot2, dplyr, pwr, MASS
GM Data for Workshpos
A 6 hour course on Stan with Dan Simpson, Vianey Leos-Barajas, and Andrew MacDonald
π©βπ« Linear Models, ANOVA, and Regression Analysis with R - taught in autumn 2022; π οΈ R, basic statistics, correlation, regression, ANCOVA, ANOVA, GLM/GLMM (gaussian, poisson, binomial)
π©βπ« Mathematical methods in Zoology - taught in autumn 2022; π t-test, correlation, regression, ANOVA, LDA, PCA, nMDS, clustering; π οΈ R, ggplot2, dplyr, pwr, MASS, vegan, ape, dendextend, pvclust
Predict movie's IMDB rating
π©βπ« Analysis and Visualisation of Multivariate Data Using R - taught in spring 2022-23; π nMDS, Mantel test, ANOSIM/SIMPER, PERMANOVA, clusterng, PCA, Correspondence Analysis, CCA, RDA, dbRDA; π οΈ R, vegan, ape, dendextend, pvclust, geomorph
RData objects for predictive models of total hydrocarbon concentration and Shannon-Wiener diversity around the offshore oil platforms in the North Sea
π©βπ« Proteomics: Applications, Methods, Data Analysis - taught in spring 2022; π data preprocessing, normalisation, clustering, nMDS ordination, heatmaps, differential expression analysis; π οΈ R dendextend, ape, vegan, pvclust, gplots, NMF, limma
ποΈ Study projects from the π "Python Generation: Course for Beginners" on Stepik | π οΈ Python, unittest
Multivariate Welch ANOVA