Labs

Every lab script and notebook in the course, by language

The chapter pages point you to the lab that belongs with each topic. This page is the flat index, for when you know the file name and just want it.

Files are served as plain source. Right-click and save, or open them straight in Positron.

R labs R

File Type Size
bias-variance.r R 6 KB
boot-statlearning.r R 1 KB
bootstrapping.qmd QMD 3 KB
bootstrapping.r R 6 KB
cart-hmda.r R 2 KB
cart-models.qmd QMD 15 KB
cart.qmd QMD 36 B
cart.rmd RMD 7 KB
ch01.r R 2 KB
ch02-10.qmd QMD 5 KB
ch02.r R 4 KB
ch03.qmd QMD 20 KB
ch1.rmd RMD 189 B
ch2-10.r R 2 KB
ch2-8.r R 799 B
ch2-9.r R 1 KB
ch2-stat-learning.rmd RMD 693 B
ch2.r R 890 B
ch3-lab.txt TXT 1 KB
ch3.r R 1 KB
ch4.r R 2 KB
ch5-lab.r R 2 KB
ch5.r R 1 KB
ch6-lab.txt TXT 5 KB
ch6.r R 2 KB
ch6.rmd RMD 4 KB
cross-validation.qmd QMD 4 KB
cross-validation.r R 4 KB
gapminder-multiple-regression.r R 600 B
heart-disease-cart.qmd QMD 7 KB
hmda-cart-analysis-fixed.r R 18 KB
knn-application-to-canvas-data.r R 918 B
knn.r R 6 KB
lda-ch4.r R 561 B
linear-regression.r R 1 KB
logistic-regressio-ch4.r R 1 KB
map-function.r R 3 KB
psx-bootstrapping.qmd QMD 6 KB
psx-clean-code.r R 6 KB
psx-cv.r R 4 KB
psx.r R 3 KB
pxs-cv.qmd QMD 6 KB
qda.r R 586 B
stat-learn-lab.txt TXT 11 KB
statlearn-lab-01.txt TXT 2 KB
tree-ch8.r R 3 KB

Python labs Python

File Type Size
ch4-lab-py.qmd QMD 13 KB
knn.py PY 8 KB
lab-ridge.qmd QMD 2 KB
model-selection-code.py PY 20 KB
psx.py PY 4 KB
psx.qmd QMD 13 KB

Jupyter notebooks

File Type Size
ch04-classification-lab.ipynb IPYNB 508 KB
chapter-2.ipynb IPYNB 1.9 MB

Pre-rendered output

Some labs were rendered earlier with output and figures intact. They are kept here so you can read the results without running anything.

File Type Size
bootstrapping.html HTML 33 KB
cart-models.html HTML 47 KB
cart.html HTML 20 KB
ch02-10.html HTML 57 KB
ch03.html HTML 210 KB
ch04-classification-lab.html HTML 234 KB
ch1.html HTML 21 KB
ch2-stat-learning.html HTML 27 KB
ch4-lab-py.html HTML 89 KB
ch6.html HTML 60 KB
chapter-2.html HTML 126 KB
final-exam26-answer.html HTML 23 KB
final-exam26.html HTML 36 KB
ml-economics-ai-lecture.html HTML 83 KB
psx-bootstrapping.html HTML 58 KB
psx.html HTML 73 KB
pxs-cv.html HTML 57 KB
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