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所在平台: Udemy |
课程主页: https://www.udemy.com/course/process-capability-analysis-expert-course/
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课程名称:过程能力专家课程 课程概述:本课程旨在让您成为组织或专业网络中“过程能力”的专家。过程能力是一个引人入胜的概念,它将客户需求与过程绩效联系起来,帮助业务领导者对未来的过程绩效形成清晰的视野。同时,它也是一个衡量和基准测试过程的有效指标。在开发新过程、进行6西格玛项目、实施统计过程控制、进行过程监控以及证明机器能力时,都将应用该概念。本课程将提供超越教科书定义的实践技巧和策略。学生将完成两个作业,并提供解决方案以供检验;所有分析练习将按照教师的逐步指导进行,学员可自行操作并下载超过六个实践数据集文件。 课程内容包括: - 过程能力指标:Cp, Cpk, Cpm, Z得分 - 长期和短期能力 - 解释与改进策略 - 逐步进行过程能力研究的程序 - 正态性和稳定性测试的先决条件 - 基于MS-Excel的计算 高级概念包括: - 针对偏态数据、离群值、非正态分布、无法识别分布、缺陷和缺陷产品的数据决策 - 详细的Minitab处理方法 - 过程能力的类型:正常过程能力(观察值、整体)、韦布尔过程能力、二项过程能力 - 数据转换:Box-Cox转换、Johnson转换、Lambda超调 此课程材料特别适合那些准备参加ASQ CQE、CQT或CQIA考试的学员。
The purpose of this course is simply to make you an expert of 'Process Capability' in your organization or professional network.Process Capability is a fascinating concept because it links Customer Needs to Process Performance and helps to create futuristic view of process performance that business leaders love. It is also an useful measure to benchmark processes. While developing new process, 6-sigma projects, Statistical Process Control, process monitoring and proving machine capability this concept will be applicable.You will learn practical tips and strategies that go beyond textbook definition of process capability in this course.Two Assignments for your practice and solution keys to checkAll Analysis Practice - Follow the Instructor step by step and do it on yourself Download more than 6 practice dataset filesBasic Concepts covered:Process CapabilityIndices - Cp, Cpk, Cpm, Z ScoresLong term/Short term CapabilityInterpretation & Improvement StrategiesConduct Process Capability StudyStep by Step ProcedurePre-requisites Testing - Normality and StabilityMS-Excel Based CalculationAdvanced ConceptsDecision with skewed data, outliers, non-normal, not able to identify distribution, defects & defectives dataDetailed Minitab based treatmentsTypes of Process CapabilityNormal Process Capability - Observed, OverallWithin/Between Weibull Process CapabilityBinomial Process CapabilityData Transformation Box-Cox TransformationJohnson TransformationLambda Hyper tuningThis course material will be very helpful if you are preparing for ASQ CQE, CQT or CQIA exams