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
36 minData Types & Vectors
33 minData Frames & Tibbles
33 minData Wrangling with dplyr
39 minVisualisation with ggplot2
28 min02Statistical Modelling4 lessons
Exploratory Data Analysis
41 minLinear Regression
22 minLogistic Regression
39 minTime Series Analysis
22 min03Machine Learning in R4 lessons
Decision Trees & Random Forests
40 minClustering (K-Means, Hierarchical)
34 minCross-Validation & Model Tuning
21 minBuilding a Predictive Pipeline
16 min