455 CARDS · 41 WEEKS · EVERY SOURCE THE PLAN NAMES
Everything you could study, filtered .
Every video, chapter, paper and repository in the programme, as one card each, with the time it costs and why it is there. Filter by how long you have.
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W00 · Cockpit and positioning W01 · A tank in 80 lines W02 · One hundred real batches W03 · Golden batch, with statistics W04 · L1: public and reproducible W05 · FermLit begins: the corpus W06 · The gold set (the most important … W07 · The extraction agent, measured W08 · GATE 8: technical report and L2 W09 · FermLit at scale W10 · Inter-annotator agreement and the… W11 · Dataset engineering and the repor… W12 · Endorsement route opens; hybrid m… W13 · GATE 13: FermLit v0.5 public, Pap… W14 · Write Paper 1 W15 · Review, revise, human read W16 · GATE 16: Paper 1 on bioRxiv (L3) W17 · Paper 2 experiments, complete W18 · Write Paper 2 W19 · Endorsement closed; review; site W20 · GATE 20: Paper 2 on arXiv, endors… W21 · Paper 3 scoped with a partner W22 · Baselines beaten honestly W23 · Extremophile focus W24 · GATE 24: co-authorship agreed W25 · Instrument 2 trialkit (field module) W26 · Instrument 2 (plate module) W27 · Loop Audit offer, built on papers W28 · GATE 28: first Loop Audit sold W29 · Audit delivery 1 W30 · Audit delivery 2; Paper 3 results W31 · Write Paper 3 W32 · GATE 32: Paper 3 preprint (L4 co-… W33 · Instrument 3 labdocs, part 1 W34 · labdocs, part 2 W35 · labdocs, part 3 W36 · GATE 36: journal + JOSS W37 · Pilot delivery or job process W38 · Talk delivered W39 · Fund package W40 · GATE 40: retro and decision
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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
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
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
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
In: LABLOOP-W03 Notebook