Khan Lab

Course

AI for Semiconductor Manufacturing (ECE 8803 AI4)

YouTube Playlist

Module - Introductions:

Lecture 1: Introductions, Where AI Enters the Fab [pdf] [Recorded Lecture - Youtube]

Module - Statistical Process Control:

Lecture 1: Statistical Process Control-1: Variation, Standard Deviation & 3σ [pdf] [Recorded Lecture - Youtube]
Lecture 2: Statistical Process Control-2: Control Charts, Signals & Cp/Cpk [pdf] [Recorded Lecture - Youtube]
Lecture 3: Statistical Process Control-3: Gauge R&R, Run-to-Run Control & ML [pdf] [Recorded Lecture - Youtube]
Python Notebook for Module - Statistical Process Control [GitHub]

Module - Virtual Metrology:

Lecture 1: Virtual Metorlogy - 1 : Building the Model [pdf] [Recorded Lecture - Youtube]
Lecture 2: Virtual Metorlogy - 2 : Deploying the Model [pdf] [Recorded Lecture - Youtube]
Python Notebook for Module - Virtual Metrology [GitHub]

Module - Test & Qualification:

Lecture 1: Semiconductor Test and the Economics of Rare Defects [pdf] [Recorded Lecture - Youtube]
Lecture 2: Reliability Qualification: Predicting Ten Years from Weeks [pdf] [Recorded Lecture - Youtube]