Import datasets into RStudio; perform Process Capability Analysis
Use RStudio to calculate DPU, DPO, DPMO, Yield, Rolled Throughput Yield (RTY)
Use RStudio to calculate Short & Long Term Z Scores, Cp, Cpk, Pp and Ppk
Welcome to RStudio for Six Sigma - Process Capability. This is a project-based course which should take under 2 hours to finish. Before diving into the project, please take a look at the course objectives and structure. By the end of this project, you will understand the concepts like DPU, DPO and DPMO; learn to import discrete defect data file and perform Process Capability Analysis, understand Throughput Yield and Rolled Throughput Yield (RTY) and calculate RTY for data imported from a file, understand Z score, Short and Longterm Standard Deviation, Short and Longterm Z Bench, Cp, Cpk, Pp, Ppk, and perform Process Capability Analysis for continuous data.
R Programming
Data Analysis
Six Sigma
Process Capability
Rstudio
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Introduction to RStudio environment; import data into RStudio and perform Process Capability Analysis.
Process Capability for Discrete Type I Data based on Product Quality - Individual and Overall DPU, DPO, DPMO and Z-Score.
Process Capability for Discrete Type II Data based on Product Quality - Individual and Overall DPU, Yield and Z-Score.
Process Capability based on Process Steps - Classical Yield, First Pass Yield and Rolled Throughput Yield (RTY) for Type I and II Discrete Data.
Process Capability for Continous Data - Calculating Z Score and DPMO for a Mean, Standard Deviation and Specification Limits.
Process Capability for Continous Data - Calculating Z Short Term (Potential), Z Long Term (Actual), Cp, Cpk, Pp, Ppk.
Your workspace is a cloud desktop right in your browser, no download required
In a split-screen video, your instructor guides you step-by-step
By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.
Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.
You can download and keep any of your created files from the Guided Project. To do so, you can use the “File Browser” feature while you are accessing your cloud desktop.
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At the top of the page, you can press on the experience level for this Guided Project to view any knowledge prerequisites. For every level of Guided Project, your instructor will walk you through step-by-step.
Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.
You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.
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