455 CARDS · 41 WEEKS · EVERY SOURCE THE PLAN NAMES
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.
15 cards shown. Stashes: LABLOOP-W00 Notebook (15) LABLOOP-W01 Notebook (18) LABLOOP-W02 Notebook (15) LABLOOP-W03 Notebook (19) LABLOOP-W04 Notebook (17) LABLOOP-W05 Notebook (16) LABLOOP-W06 Notebook (12) LABLOOP-W07 Notebook (12) LABLOOP-W08 Notebook (15) LABLOOP-W09 Notebook (10) LABLOOP-W10 Notebook (11) LABLOOP-W11 Notebook (12) LABLOOP-W12 Notebook (12) LABLOOP-W13 Notebook (13) LABLOOP-W14 Notebook (12) LABLOOP-W15 Notebook (10) LABLOOP-W16 Notebook (14) LABLOOP-W17 Notebook (13) LABLOOP-W18 Notebook (10) LABLOOP-W19 Notebook (10) LABLOOP-W20 Notebook (10) LABLOOP-W21 Notebook (13) LABLOOP-W22 Notebook (10) LABLOOP-W23 Notebook (9) LABLOOP-W24 Notebook (9) LABLOOP-W25 Notebook (12) LABLOOP-W26 Notebook (11) LABLOOP-W27 Notebook (10) LABLOOP-W28 Notebook (6) LABLOOP-W29 Notebook (7) LABLOOP-W30 Notebook (10) LABLOOP-W31 Notebook (8) LABLOOP-W32 Notebook (5) LABLOOP-W33 Notebook (13) LABLOOP-W34 Notebook (12) LABLOOP-W35 Notebook (10) LABLOOP-W36 Notebook (8) LABLOOP-W37 Notebook (7) LABLOOP-W38 Notebook (6) LABLOOP-W39 Notebook (6) LABLOOP-W40 Notebook (6)
Monday build block · Read it inside Monday's build block
This is the paper behind the dataset you are tidying. Paper 2 will cite it
Read exactly: Abstract, all figures, and section 2 (the model)
Produce: Five lines in notes/bio/B2.md: which state variables the simulator actually integrates
In: LABLOOP-W02 Notebook
Tuesday · B2 · Tuesday, first
Produce: Three lines in notes/bio/B2.md: why DO falls when biomass grows
In: LABLOOP-W02 Notebook
Wednesday build block
Your whole week-03 alarm evaluation depends on knowing which batches are the faulty ones — and on the licence for redistribution
Read exactly: Abstract + the dataset section: how many batches, which are faulty, how faults are labelled, what the Raman block is
Produce: A variable table (name, unit, online/offline) and the fault list, with quoted sentences and their page numbers
In: LABLOOP-W02 Notebook
Thursday · M2 · Thursday
Produce: notes/ml/M2.md: what a derivative is, in your own words
In: LABLOOP-W02 Notebook
Thursday · M2 · after 3Blue1Brown · Essence of Calculus · Before Friday's PCA code
Produce: The 3-line explanation of scores vs loadings you will paste into Sunday's post
In: LABLOOP-W02 Notebook
Saturday sandbox
OpenStax Biology 2e, ch. 7 "Cellular Respiration" — 7-introduction — Glycolysis → citric acid cycle → oxidative phosphorylation, then 7.5 Metabolism without Oxygen. Moved out of core on 2026-09-29
In: LABLOOP-W02 Notebook
Saturday sandbox · after OpenStax Biology 2e, ch. 7 "Cellular Respiration"
3Blue1Brown · Neural Networks, ch. 1-2 — Topic page: 3blue1brown.com/topics/neural-networks. Moved out of core on 2026-09-29
In: LABLOOP-W02 Notebook
Saturday sandbox · after 3Blue1Brown · Neural Networks
Steve Brunton (@Eigensteve) · SVD series, first 3 videos — playlist PLMrJAkhIeNNSVjnsviglFoY2nXildDCcv, overview video watch?v=gXbThCXjZFM. PCA's engine explained by an engineer; you will want this again in weeks 12-17
In: LABLOOP-W02 Notebook
Saturday sandbox · after Steve Brunton
Deisenroth, Faisal & Ong, Mathematics for Machine Learning, ch. 10 "Dimensionality Reduction with PCA" — free PDF at mml-book.github.io
In: LABLOOP-W02 Notebook
Saturday sandbox · after Deisenroth, Faisal & Ong, Mathematics for Machine Learning, ch. 10 "Dimensionality Reduction wit…
Ninja Nerd · glycolysis and Krebs cycle lectures (long, whiteboard) — channel search by title, only if respiration is still abstract. (verify) no fixed video ID recorded
In: LABLOOP-W02 Notebook
Saturday sandbox · after Ninja Nerd · glycolysis and Krebs cycle lectures
industrialpenicillinsimulation.com — the original IndPenSim site. (verify): it was unreachable in the 2026-09-12 check; prefer the UCL/Mendeley routes in R4 and record whichever one actually served the data, with its licence
In: LABLOOP-W02 Notebook
Open IndPenSim_Summary_data_notebook_V3.ipynb in Colab; compare their variable list with your tidy table
In: LABLOOP-W02 Notebook
Colab: 03.08-Aggregation-and-Grouping and 05.09-Principal-Component-Analysis
In: LABLOOP-W02 Notebook
Run the gallery example "PCA example with Iris Data-set", then swap Iris for 20 IndPenSim batches unfolded
In: LABLOOP-W02 Notebook
melt your wide CSVs to long format, save as parquet; time both libraries on the 100 batches
In: LABLOOP-W02 Notebook