Data Science: Foundations using R Specialization
- Course 1: The Data Scientist's Toolbox
- Course 2: R Programming
- Course 3: Getting and Cleaning Data in R
- Course 4: Exploratory Data Analysis in R
- Course 5: Reproducible Research
- Instructors (Jeff Leek, PhD, Associate Professor, Biostatistics, Johns Hopkins University; Brian Caffo, PhD, Professor, Biostatistics, Johns Hopkins University; Roger D. Peng, PhD, Associate Professor, Biostatistics, Johns Hopkins University)
- Total course duration: 20weeks
- Skill gained: Data Science/Machine Learning/GitHub/R Programming/Exploratory Data Analysis/Rstudio/Data Analysis/Debugging/Data Manipulation/Regular Expression (REGEX)/Data Cleansing/Cluster Analysis
- Successfully completed hands-on project (installing tools, programming in R, cleaning data, performing analyses, and peer review assignments) at ending of each course in this specialization and earned certificates
Data Science: Statistics and Machine Learning Specialization
- Course 1: Statistical Inference
- Course 2: Regression Models
- Course 3: Practical Machine Learning
- Course 4: Developing Data Products
- Course 5: Data Science Capstone
- Instructors (Jeff Leek, PhD, Associate Professor, Biostatistics, Johns Hopkins University; Brian Caffo, PhD, Professor, Biostatistics, Johns Hopkins University; Roger D. Peng, PhD, Associate Professor, Biostatistics, Johns Hopkins University)
- Total course duration: 20weeks
- Skill gained: Machine Learning/GitHub/R Programming/Regression Analysis/Data Visualization (DataViz)/Statistics/Statistical Inference/Statistical Hypothesis/Testing/Model Selection/Generalized Linear Model/Linear Regression/Random Forest
- Successfully completed hands-on project (peer-graded assignment in each course, including final Capstone Project and building data product using real-world data) at ending of each course in this specialization and earned certificates
Mastering Software Development in R Specialization
- Course 1: The R Programming Environment
- Course 2: Advanced R Programming
- Course 3: Building R Packages
- Course 4: Building Data Visualization Tools
- Instructors: Roger D. Peng, PhD, Associate Professor, Biostatistics, Johns Hopkins University; Brooke Anderson,
Assistant Professor, Environmental & Radiological Health Sciences, Johns Hopkins University - Skills gained: R Programming/Data Visualization (DataViz)/Ggplot2/tidyverse/Object-Oriented Programming (OOP)/Data Manipulation/Regular Expression (REGEX)/Rstudio/Logic Programming/Functional Programming/Programming Tool/GitHub
- Successfully completed hands-on project (manipulating complex datasets, writing powerful functions, creating new R package, and develop new visualization tools for building custom data graphics) at ending of each course in this specialization and earned certificates