R Data Science Capstone Project

عن

In this capstone course, you will apply various data science skills and techniques that you have learned as part of the previous courses in the IBM Data Science with R or IBM Data Analytics with Excel and R Professional Certificate Programs.

In this capstone project, you will take on the role of a data scientist who has recently joined an organization and is presented with a challenge that requires data collection, analysis, basic hypothesis testing, visualization, and modeling to be performed on real-world datasets. You will collect and understand data from multiple sources, conduct data wrangling and preparation with Tidyverse, perform exploratory data analysis with SQL, Tidyverse and ggplot2, model data with linear regression, create charts and plots to visualize the data, and build an interactive dashboard.

The project will culminate with a presentation of your data analysis report, with an executive summary for the various stakeholders in the organization.

What you will learn

• Prepare data for modelling by handling missing values, formatting and normalizing data, binning, and turning categorical values into numeric values.

• Do exploratory data analysis using descriptive statistics, data grouping, data analysis and correlation statistics.

Skills you learn

• Exploratory Data Analysis
• SQL (Programming Language)
• Data Collection
• Data Analysis
• Preparing Executive Summaries
• Data Wrangling
• Data Modeling
• Presentations
• Linear Regression
• Statistical Hypothesis Testing
• R (Programming Language)
• Data Science
• Ggplot2

Auto Summary

Embark on the R Data Science Capstone Project, designed for IT & Computer Science enthusiasts. Guided by edX, this 21-hour course challenges you to apply your data science skills in real-world scenarios. You'll engage in data collection, analysis, visualization, and modeling, using tools like Tidyverse, SQL, and ggplot2. Perfect for learners completing the IBM Data Science with R or IBM Data Analytics with Excel and R Professional Certificate Programs, the course culminates in a data analysis report presentation. Available with a Starter subscription, it’s ideal for those seeking to solidify their data science expertise.