WEEK 02 · ONE HUNDRED REAL BATCHES

Do one thing.
Then you are ahead.

Last week you flew the simulator. This week you open the black boxes of 100 real flights. IndPenSim is a benchmark built by researchers from an industrial-scale penicillin fermentation: 100 batches, each hours long, with temperature, pH, oxygen, feeds, and even Raman spectra, some of them with faults. The first feeling will be overwhelm: dozens of variables, thousands of time points. Your job is the job you have don…

If you only do one thing this week: the tidy parquet of IndPenSim

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THE NEXT BLOCK

How long have you got?

10 min 25 min 50 min 90 min 15 of 27 cards still open in week 02 · 11 finished overall

13/20 Watch 15 min? W03 Saturday Sandbox optional

Stanford Online · Statistical Learning with Python

Saturday sandbox · after James, Witten, Hastie, Tibshirani & Taylor, An Introduction to Statistical Learning with Applica…

Stanford Online · Statistical Learning with Python (Hastie, Tibshirani et al.) — Playlist: youtube.com/playlist?list=PLoROMvodv4rPP6braWoRt5UCXYZ71GZIQ · course page: online.stanford.edu/courses/sohs-ystatslearningp-statistical-learning-python. Moved out of core on 2026-09-29

Open ↗

In: LABLOOP-W03 Notebook

↻ Something else See everything in week 02 →

By Sunday you should be able to say: “I can explain what a faulty batch looks like in a PCA scores plot and why respiration makes oxygen fall when biomass rises.”

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MOMENTUM

What you have actually done

Focus today0 min0 blocks on the timer

Last 7 days0 min0.0 hours measured, not estimated

Streak0days in a row

Cards finished11across the programme

This week12/27

Time on the timer, day by day last 14 days

2026-09-29 18:29 Finished: SciPy docs, scipy.integrate.solve_ivp
2026-09-29 17:44 Finished: LearnChemE (CU Boulder) · "Monod Cell Growth Example (Bio)"
2026-09-28 22:11 Finished: Crash Course Biology #3 · "Biological Molecules
2026-09-28 21:50 Finished: OpenStax Biology 2e
2026-09-25 11:16 Finished: OpenStax Biology 2e