LABLOOP · THE DECK

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Type Watch Read Run Track Biology AI & stats Build Craft Depth Core Optional Time ≤15 ≤30 ≤60 Week This week Clear all

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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

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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)

Open ↗

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

Open ↗

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

Open ↗

In: LABLOOP-W03 Notebook

6/20 Watch 7 min W03 Thursday Craft

StatQuest · "Machine Learning Fundamentals: Bias and Variance"

Thursday · M3 · after 3Blue1Brown · "Eigenvectors and eigenvalues" · Thursday, after V4

Produce: The bias-variance sentence in notes/ml/M3.md

Open ↗

In: LABLOOP-W03 Notebook

7/20 Watch 13 min W03 Thursday Craft

StatQuest · "Linear Regression, Clearly Explained!!!"

Thursday · M3 · after StatQuest · "Machine Learning Fundamentals: Bias and Variance" · Thursday, after V2

Produce: One regression fitted on two IndPenSim variables and read aloud: slope, intercept, what it means

Open ↗

In: LABLOOP-W03 Notebook

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