Akwel Training
Green Belt Resources
Activity 1
Compute the MPCD of each scenario, 10mins
Download Spreadsheet: Click Here
•5000 good
•Each scenario has 5,005 samples
•5 defects
•Red circles represent one sample
•Green triangles may represent multiple samples (e.g., x1000 means one thousand samples)
Remarks
•G-means is very sensitive to FNs in highly unbalanced data
•One FN, scenario 2, resulted in a beta error of 0.20 (G-means = 0.894)
•One FP, scenario 3, resulted in a very small alpha error 0.0002 (MPCD=0.999)
Activity 2
Article: Bias, Variance and How they are related to Underfitting, Overfitting
Activity 3
First coding exercise (10mins)
•Download and install Anaconda, https://www.anaconda.com/
•Open a Jupyter notebook
•Compute the binary cross-entropy error of virtual model 1 and 2.
Activity 4
Download SVM Training Files (Zip File): Click Here
Yellow Belt Resources
Activity 1
Article: The Hidden Risk of AI and Big Data
Article: Observational vs. Experimental Study
Article: A Reminder That Machine Learning is About Correlations Not Causation
Activity 2
Access the following link https://openai.com/blog/chatgpt and make two requests:
“write three paragraphs about quality 4.0”
“write the python code to compute the Pearson correlation coefficient between two random variables”
“what is the definition of the Pearsons correlation coefficient”
Activity 3
Access the following links and derive 2-3 remarks
Article: How To Say No To Useless Data Science Projects And Start Working On What You Want
Article: How to Choose Which Data Projects to Work On
Article: How to Decide Which Data Science Projects to Pursue
Article: How to Choose Your First AI Project
Activity 4
Homework
Identify two to three potential projects.
- Write a report describing:
- Process
- Features
- Problem
- Value
Online Python Editor
Simple and Ready to Go: Onilne-Python
More Features, AI, and Sign Up Required: EinBlick
Articles by Dr. Escobar
Article: The decay of Six Sigma and the rise of Quality 4.0 in manufacturing innovation
Training Presentation Downloads
