HarvardX's Data Science Professional Certificate Learning Path

HarvardX's Data Science Professional Certificate is a Certification designed by edX. It consists of None courses and can be completed in 17 months with 150 hours of learning content .

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Description

Learn fundamental R programming skills, statistical concepts such as probability, inference, and modeling and how to apply them in practice. Gain experience with the tidyverse, including data visualization with ggplot2 and data wrangling with dplyr.

Become familiar with essential tools for practicing data scientists such as Unix/Linux, git and GitHub, and RStudio. Implement machine learning algorithms. In-depth knowledge of fundamental data science concepts through motivating real-world case studies

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Included Courses

edX
Harvard University
Free
1. Data Science: R Basics
Rafael A. Irizarry

8 weeks, 2 hours/week

Beginner
Dplyr Git Github R Programming RStudio Data Analysis Data Science Data Sets Data Types Data Visualization
edX
Harvard University
Free
2. Data Science: Visualization
Rafael A. Irizarry

8 weeks, 2 hours/week

Beginner
ggplot Data Analysis Data Science Data Sets Data Visualization Exploratory Data Analysis
edX
Harvard University
Free
3. Data Science: Probability
Rafael A. Irizarry

8 weeks, 2 hours/week

Beginner
R Programming Data Analysis Data Science Finance Analytics Inference Monte Carlo Simulations
edX
Harvard University
Free
4. Data Science: Inference and Modeling
Rafael A. Irizarry

8 weeks, 2 hours/week

Beginner
Bayesian Statistics Confidence Intervals Data Analysis Data Modeling Data Science
edX
Harvard University
Free
5. Data Science: Productivity Tools
Rafael A. Irizarry

8 weeks, 2 hours/week

Beginner
Git Github R Markdown R Programming RStudio Data Analysis Data Science
edX
Harvard University
Free
6. Data Science: Wrangling
Rafael A. Irizarry

8 weeks, 2 hours/week

Beginner
Dplyr R Programming tidyverse Data Analysis Data Cleaning Data Mining Data Science Databases
edX
Harvard University
Free
7. Data Science: Linear Regression
Rafael A. Irizarry

8 weeks, 2 hours/week

Beginner
R Programming Data Modeling Data Science Regression Statistical Analysis Variables
edX
Harvard University
Free
8. Data Science: Machine Learning
Rafael A. Irizarry

8 weeks, 3 hours/week

Beginner
Algorithms Data Analysis Data Science Data Sets Machine Learning
edX
Harvard University
Free
9. Data Science: Capstone
Rafael A. Irizarry

2 weeks, 18 hours/week

Beginner
R Programming Data Analysis Data Modeling Data Science Data Visualization Inference