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
31 minData Types & Vectors
42 minData Frames & Tibbles
37 minData Wrangling with dplyr
18 minVisualisation with ggplot2
38 min02Statistical Modelling4 lessons
Exploratory Data Analysis
16 minLinear Regression
15 minLogistic Regression
25 minTime Series Analysis
38 min03Machine Learning in R4 lessons
Decision Trees & Random Forests
33 minClustering (K-Means, Hierarchical)
38 minCross-Validation & Model Tuning
21 minBuilding a Predictive Pipeline
19 min