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.
14 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
Build-block reading · Luttmann et al. (2012), "Soft sensors in bioprocessing: a status report and recommendations", Biotechnology Journal 7(8):1040-1048. The reference framing for your soft-sensor section
In: LABLOOP-W08 Notebook
In: LABLOOP-W08 Notebook
Tuesday · after Review B1-B7 notes
P3 quiz with the "PI in a lab meeting" persona (60 min)
In: LABLOOP-W08 Notebook
Saturday sandbox
Kadlec, Gabrys & Strandt (2009), "Data-driven soft sensors in the process industry", Computers & Chemical Engineering 33(4):795-814
In: LABLOOP-W08 Notebook
Saturday sandbox · after Kadlec, Gabrys & Strandt (2009), "Data-driven soft sensors in the process industry"
3Blue1Brown Neural Networks ch. 3-4 ("Backpropagation, intuitively" and "Backpropagation calculus")
In: LABLOOP-W08 Notebook
Saturday sandbox · after 3Blue1Brown Neural Networks ch. 3-4 ("Backpropagation, intuitively"
Stanford CS231n notes "Backpropagation, intuitions" (cs231n.github.io/optimization-2) — a classic written explanation
In: LABLOOP-W08 Notebook
Saturday sandbox · after Stanford CS231n notes "Backpropagation, intuitions"
Simon Peyton Jones, "How to write a great research paper" (YouTube) — watch now, not in week 18, because the report is a mini-paper
In: LABLOOP-W08 Notebook
Saturday sandbox · after Simon Peyton Jones, "How to write a great research paper"
Quarto guide for scientific manuscripts (quarto.org/docs/manuscripts)
In: LABLOOP-W08 Notebook
Read engine.py (~100 lines); run demo.ipynb in Colab; then close it and rewrite from memory on Saturday
In: LABLOOP-W08 Notebook
Lecture notebooks under lectures/micrograd; follow along with the video
In: LABLOOP-W08 Notebook
Python quickstart regression; train on your unfolded features with batch-wise CV
In: LABLOOP-W08 Notebook
Colab: chapter 1 "The g-h filter". The intuition behind estimating a hidden variable from noisy sensors, which is what a soft sensor does
In: LABLOOP-W08 Notebook
Browse the model zoo for industrial soft sensors; note which baselines they compare, to justify your LightGBM vs PLS choice
In: LABLOOP-W08 Notebook
quarto create project manuscript; build a PDF with one figure regenerated from code
In: LABLOOP-W08 Notebook