Everything you could
study, filtered.

ISLP

ISLP ch. 6.1-6.2 (subset selection, ridge, lasso) and ch. 8 (trees, bagging, boosting) (75 min, skim the proofs)

In: LABLOOP-W05 Notebook

Rasmussen & Williams, Gaussian Processes for Machine Learning, ch. 1-2 — gaussianprocess.org/gpm…

Rasmussen & Williams, Gaussian Processes for Machine Learning, ch. 1-2 — gaussianprocess.org/gpml (free) (45 min) after Görtler, Kehlbeck & Deussen (2019), "A Visual Exploration of Gaussian Processes", Distill — distill.pub/2019/visual-exploration-gaussian-processes (30 min, interactive; start here)

In: LABLOOP-W10 Notebook

Agnihotri & Batra (2020), "Exploring Bayesian Optimization"

Agnihotri & Batra (2020), "Exploring Bayesian Optimization", Distill — distill.pub/2020/bayesian-optimization (30 min, interactive; start here); then Frazier (2018), "A Tutorial on Bayesian Optimization", arXiv:1807.02811, sections 1-4 (45 min)

In: LABLOOP-W11 Notebook

von Stosch et al. (2014), "Hybrid semi-parametric modeling in process systems engineering: past,…

von Stosch et al. (2014), "Hybrid semi-parametric modeling in process systems engineering: past, present and future", Computers & Chemical Engineering 60:86-101 (sections 1-3)

In: LABLOOP-W13 Notebook

Chen et al. (2018), "Neural Ordinary Differential Equations"

Thursday · after von Stosch et al. (2014), "Hybrid semi-parametric modeling in process systems engineering: past,…

Chen et al. (2018), "Neural Ordinary Differential Equations", arXiv:1806.07366 (abstract + figure 1)

In: LABLOOP-W13 Notebook

Jurafsky & Martin, Speech and Language Processing

Jurafsky & Martin, Speech and Language Processing (3rd ed. draft, web.stanford.edu/~jurafsky/slp3), chapter on information extraction (relation extraction and evaluation sections) (60 min); write the kappa paragraph into Methods

In: LABLOOP-W15 Notebook

Angelopoulos & Bates

Angelopoulos & Bates (2021), "A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification", arXiv:2107.07511, sections 1-2 (60 min)

In: LABLOOP-W16 Notebook

P3 with the "staff ML scientist at a bioprocess company" persona; record a 10-minute explanation…

P3 with the "staff ML scientist at a bioprocess company" persona; record a 10-minute explanation of Paper 2 (75 min)

In: LABLOOP-W20 Notebook