ISLP
Saturday sandbox
ISLP ch. 2 and 3.1-3.3 — statlearning.com (free PDF) + the matching Stanford Statistical Learning with Python videos. Moved out of core on 2026-09-29
In: LABLOOP-W03 Notebook
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.
Type
Watch
Read
Run
Track
Biology
AI & stats
Build
Craft
Depth
Core
Optional
Time
≤15
≤30
≤60
Week
This week
Clear all
10 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)
Nomikos & MacGregor (1995), "Multivariate SPC charts for monitoring batch processes"
Saturday sandbox · after ISLP
Nomikos & MacGregor (1995), "Multivariate SPC charts for monitoring batch processes", Technometrics 37(1):41-59 — the founding paper of batch MSPC. Read abstract + figures
Find it ↗
search
In: LABLOOP-W03 Notebook
Kourti & MacGregor (1995), "Process analysis, monitoring and diagnosis, using multivariate proje…
Saturday sandbox · after Nomikos & MacGregor (1995), "Multivariate SPC charts for monitoring batch processes"
Kourti & MacGregor (1995), "Process analysis, monitoring and diagnosis, using multivariate projection methods", Chemometrics and Intelligent Laboratory Systems 28:3-21 (verify)
Find it ↗
search
In: LABLOOP-W03 Notebook
Crash Course Statistics
Saturday sandbox · after Kourti & MacGregor (1995), "Process analysis, monitoring and diagnosis, using multivariate proje…
Crash Course Statistics (YouTube), episodes on the normal distribution and control charts' ancestor, the z-score
Find it ↗
search
In: LABLOOP-W03 Notebook
James, Witten, Hastie, Tibshirani & Taylor, An Introduction to Statistical Learning with Applica…
Saturday sandbox · after Crash Course Statistics
James, Witten, Hastie, Tibshirani & Taylor, An Introduction to Statistical Learning with Applications in Python — free PDF at statlearning.com — Ch. 2 (whole) and 3.1-3.3 only. Moved out of core on 2026-09-29
In: LABLOOP-W03 Notebook
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
In: LABLOOP-W03 Notebook
Nomikos P. & MacGregor J.F., "Multivariate SPC Charts for Monitoring Batch Processes", Technomet…
Saturday sandbox · after Stanford Online · Statistical Learning with Python
Nomikos P. & MacGregor J.F., "Multivariate SPC Charts for Monitoring Batch Processes", Technometrics 37(1):41-59, 1995. DOI 10.1080/00401706.1995.10485888 · author PDF mirror: three-mode.leidenuniv.nl/pdf/n/nomikosmacgregor1995tmet.pdf. The founding paper of batch MSPC — abstract and figures are enough. Cite it in week 08's report
In: LABLOOP-W03 Notebook
Kourti T. & MacGregor J.F., "Process analysis, monitoring and diagnosis, using multivariate proj…
Saturday sandbox · after Nomikos P. & MacGregor J.F., "Multivariate SPC Charts for Monitoring Batch Processes", Technomet…
Kourti T. & MacGregor J.F., "Process analysis, monitoring and diagnosis, using multivariate projection methods", Chemometrics and Intelligent Laboratory Systems 28:3-21, 1995. (verify)
Find it ↗
search
In: LABLOOP-W03 Notebook
salvadorgarciamunoz/pyphi
Saturday sandbox · after Kourti T. & MacGregor J.F., "Process analysis, monitoring and diagnosis, using multivariate proj…
salvadorgarciamunoz/pyphi — a pharma practitioner's PCA/PLS with T² and SPE. Niche, but written by someone who does this for a living
In: LABLOOP-W03 Notebook
Coursera Introduction to Statistics
Saturday sandbox · after salvadorgarciamunoz/pyphi
Coursera Introduction to Statistics (Stanford, Walther), regression module — coursera.org/learn/stanford-statistics, free audit. Only if ISLP ch. 3 feels steep
In: LABLOOP-W03 Notebook