RStudio for Six Sigma - Process Capability

제공자:
Coursera Project Network
학습자는 이 안내 프로젝트에서 다음을 수행하게 됩니다.

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

Clock2 hours
Intermediate중급
Cloud다운로드 필요 없음
Video분할 화면 동영상
Comment Dots영어
Laptop데스크톱 전용

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.

개발할 기술

  • R Programming
  • Data Analysis
  • Six Sigma
  • Process Capability
  • Rstudio

단계별 학습

작업 영역이 있는 분할 화면으로 재생되는 동영상에서 강사는 다음을 단계별로 안내합니다.

  1. Introduction to RStudio environment; import data into RStudio and perform Process Capability Analysis.

  2. Process Capability  for Discrete Type I Data based on Product Quality -  Individual and Overall DPU, DPO, DPMO and Z-Score.

  3. Process Capability  for Discrete Type II Data based on Product Quality - Individual and Overall DPU, Yield and Z-Score.

  4. Process Capability based on Process Steps - Classical Yield, First Pass Yield and Rolled Throughput Yield (RTY) for Type I and II Discrete Data.

  5. Process Capability for Continous Data - Calculating Z Score and DPMO for a Mean, Standard Deviation and Specification Limits.

  6. Process Capability for Continous Data - Calculating Z Short Term (Potential), Z Long Term (Actual), Cp, Cpk, Pp, Ppk.

안내형 프로젝트 진행 방식

작업 영역은 브라우저에 바로 로드되는 클라우드 데스크톱으로, 다운로드할 필요가 없습니다.

분할 화면 동영상에서 강사가 프로젝트를 단계별로 안내해 줍니다.

자주 묻는 질문

자주 묻는 질문

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