1/20
Read
30 min?
W03
Monday
Craft
NIST/SEMATECH e-Handbook of Statistical Methods
Monday build block
The public, citable reference for the limits you compute on Monday. Phase I vs Phase II is the distinction that stops you fooling yourself
Read exactly: 6.3.4 What are multivariate control charts? → 6.5.4.3 Hotelling's T² → 6.5.4.3.6 Constructing multivariate charts
Produce: The limit formula, with its source URL, in a comment above the code that implements it
In: LABLOOP-W03 Notebook
2/20
Read
30 min?
W03
Monday
Craft
NIST/SEMATECH e-Handbook ch. 6.5 "Tutorials: multivariate control charts"
Monday build block
· after NIST/SEMATECH e-Handbook of Statistical Methods
· Read it inside Monday's build block
Build-block reading · NIST/SEMATECH e-Handbook ch. 6.5 "Tutorials: multivariate control charts" — https://www.itl.nist.gov/div898/handbook/pmc/section3/pmc34.htm (sections 6.3.4 and 6.5.4.3)
In: LABLOOP-W03 Notebook
3/20
Read
30 min?
W03
Tuesday
Craft
OpenStax Microbiology, ch. 9 "Microbial Growth"
Tuesday · B3
You will discover your week-01 Monod model already explains the log phase — and what it does not explain
Read exactly: The growth-curve section only (lag, log, stationary, death). Oxygen, temperature and pH are parked
Produce: notes/bio/B3.md + a hand-drawn growth curve photographed into the notes
In: LABLOOP-W03 Notebook
4/20
Read
30 min?
W03
Wednesday
Craft
erdogant/pca README
Wednesday build block
A second implementation to compare against. Compare numbers, never copy them without understanding
Read exactly: The Hotelling T² / SPE outlier section
Produce: One line in review.md: do your limits agree with theirs, and if not, why
In: LABLOOP-W03 Notebook
9/20
Read
30 min?
W03
Saturday
Sandbox
optional
Nomikos & MacGregor (1995), "Multivariate SPC charts for monitoring batch processes"
Saturday sandbox
· after ISLP
Nomikos & MacGregor (1995), "Multivariate SPC charts for monitoring batch processes", Technometrics 37(1):41-59 — the founding paper of batch MSPC. Read abstract + figures
In: LABLOOP-W03 Notebook
10/20
Read
30 min?
W03
Saturday
Sandbox
optional
Kourti & MacGregor (1995), "Process analysis, monitoring and diagnosis, using multivariate proje…
Saturday sandbox
· after Nomikos & MacGregor (1995), "Multivariate SPC charts for monitoring batch processes"
Kourti & MacGregor (1995), "Process analysis, monitoring and diagnosis, using multivariate projection methods", Chemometrics and Intelligent Laboratory Systems 28:3-21 (verify)
In: LABLOOP-W03 Notebook
12/20
Read
30 min?
W03
Saturday
Sandbox
optional
James, Witten, Hastie, Tibshirani & Taylor, An Introduction to Statistical Learning with Applica…
Saturday sandbox
· after Crash Course Statistics
James, Witten, Hastie, Tibshirani & Taylor, An Introduction to Statistical Learning with Applications in Python — free PDF at statlearning.com — Ch. 2 (whole) and 3.1-3.3 only. Moved out of core on 2026-09-29
In: LABLOOP-W03 Notebook
15/20
Read
30 min?
W03
Saturday
Sandbox
optional
Kourti T. & MacGregor J.F., "Process analysis, monitoring and diagnosis, using multivariate proj…
Saturday sandbox
· after Nomikos P. & MacGregor J.F., "Multivariate SPC Charts for Monitoring Batch Processes", Technomet…
Kourti T. & MacGregor J.F., "Process analysis, monitoring and diagnosis, using multivariate projection methods", Chemometrics and Intelligent Laboratory Systems 28:3-21, 1995. (verify)
In: LABLOOP-W03 Notebook
17/20
Read
30 min?
W03
Saturday
Sandbox
optional
Coursera Introduction to Statistics
Saturday sandbox
· after salvadorgarciamunoz/pyphi
Coursera Introduction to Statistics (Stanford, Walther), regression module — coursera.org/learn/stanford-statistics, free audit. Only if ISLP ch. 3 feels steep
In: LABLOOP-W03 Notebook