Data Analytics for Semiconductor Industry Applications: Yield and Reliability Analysis

Programme Outline

Learning Objectives
  • Equip participants with knowledge of applications of data analysis in semiconductor industry applications
  • Learn to apply the data analysis models/tools for yield and reliability study and its optimisation
  • Provide hands-on sessions with the data analysis tools
  • Apply the skills and knowledge to develop relevant tools required for industrial data

 

Day 1
  • Introduction to data science and analytics
  • Relevance of data analytics in semiconductor industry applications
  • Yield analysis semiconductor manufacturing process
  • Data modelling/analysis tools for yield optimisation
  • ​Hands-on session in data visualisation and analysis
Day 2
  • Reliability and failure analysis of semiconductor devices and IC systems
  • Statistics and models related to reliability and failure analysis
  • Data modelling/analysis tools for reliability study
  • Hands-on session to analyse the impact of different variables

 

Assessment
  • Assignment
  • Activity session/project work
  • Presentation
What’s next

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