ScienceDataAdvanced
Advanced Data Science with R
Take your data skills to the next level with statistical modelling, machine learning in R, and real-world case studies from African development datasets.
P
Prof. Ochieng
Instructor
4.7rating567 students13 lessons21 hours
WHAT YOU'LL LEARN
Complete 13 lessons across 3 modules
Master r programming essentials
Master statistical modelling
Master machine learning in r
Earn a certificate of completion
CURRICULUM
01R Programming Essentials5 lessons
R & RStudio SetupPreview
40 minData Types & Vectors
35 minData Frames & Tibbles
40 minData Wrangling with dplyr
43 minVisualisation with ggplot2
44 min02Statistical Modelling4 lessons
Exploratory Data Analysis
16 minLinear Regression
37 minLogistic Regression
34 minTime Series Analysis
44 min03Machine Learning in R4 lessons
Decision Trees & Random Forests
18 minClustering (K-Means, Hierarchical)
27 minCross-Validation & Model Tuning
35 minBuilding a Predictive Pipeline
23 min