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ARESLab/ARESLab
ARESLab/ARESLab
 
 
ANOVA (1).ipynb
ANOVA (1).ipynb
 
 
ANOVA_Validation (1).ipynb
ANOVA_Validation (1).ipynb
 
 
Control Limits.ipynb
Control Limits.ipynb
 
 
Factorial Design-without duplicate runs.ipynb
Factorial Design-without duplicate runs.ipynb
 
 
Factorial Design.ipynb
Factorial Design.ipynb
 
 
Fractional factorial design (Custom resolution).ipynb
Fractional factorial design (Custom resolution).ipynb
 
 
Fractional factorial design 2^(N-1) [Max resolution N].ipynb
Fractional factorial design 2^(N-1) [Max resolution N].ipynb
 
 
Importance Sampling.ipynb
Importance Sampling.ipynb
 
 
LICENSE
LICENSE
 
 
LJ_MARS.m
LJ_MARS.m
 
 
LinReg - 1var, 1param.ipynb
LinReg - 1var, 1param.ipynb
 
 
LinReg - 1var, 2param.ipynb
LinReg - 1var, 2param.ipynb
 
 
LinReg - 2var, 2param.ipynb
LinReg - 2var, 2param.ipynb
 
 
MARS HW Q1 data.xlsx
MARS HW Q1 data.xlsx
 
 
MARS HW Q2 data.xlsx
MARS HW Q2 data.xlsx
 
 
MARS example (1).xlsx
MARS example (1).xlsx
 
 
MARS example.xlsx
MARS example.xlsx
 
 
MARS_example.m
MARS_example.m
 
 
MARS_example2.m
MARS_example2.m
 
 
PCA.ipynb
PCA.ipynb
 
 
Probability Distributions and Hypothesis Testing.ipynb
Probability Distributions and Hypothesis Testing.ipynb
 
 
README.md
README.md
 
 
RSM.ipynb
RSM.ipynb
 
 
Taguchi Quiz.ipynb
Taguchi Quiz.ipynb
 
 
Taguchi.ipynb
Taguchi.ipynb
 
 
ece6455hw.pdf
ece6455hw.pdf
 
 
ece6455spreadsheet.xlsx
ece6455spreadsheet.xlsx
 
 

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Semiconductor-Process-Control-ECE6455-A

Semiconductor Process Control (ECE6455-A) @ Georgia Institute of Technology, Atlanta, GA, USA

(Course Instructor: Prof. Linda Milor)

Code repository consists of time-saving executable tools (Jupyter Notebook, MATLAB) related to the course to understand HWs better. Codes are based upon course lectures (not included in repository) and weekly-HWs.

ARESLab toolbox: http://www.cs.rtu.lv/jekabsons/regression.html (GNU GPL license)

Manual: ARESLab.pdf http://www.cs.rtu.lv/jekabsons/regression.html

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Semiconductor Process Control (ECE6455-A) @ Georgia Institute of Technology, Atlanta, GA, USA

Topics

linear-regression pca-analysis gatech importance-sampling process-control semiconductor-manufacturing taguchi-design-of-experiments factorial-design fractional-factorial-design multivariate-adaptive-regression-splines semiconductor-process-control ece6455

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