This document tabulates the state of the slides in lecture_*/slides/<chapter>/ based on

  1. compilation checks (does it compile,and if not, is there a salient error message?) and
  2. (optionally and rarely) comparison with presumably “known good” versions of the slides located in lecture_*/slides-pdf/

Latest Commits

Displaying the latest commits of the lecture service repository and each of the currently included lectures (for debugging and race condition mitigation (kind of)).

Status of the lecture_service repo (time in UTC)
Branch Last Commit By Message
main 2026-03-17 14:10:19 GitHub Audit shold also track titlemeta (#27)
Latest commits per lecture (times in UTC)
Lecture Branch Last Commit By Message
lecture_appml main 2026-04-06 11:57:47 GitHub Merge pull request #3 from HaykTarkhanyan/main

If you’re missing a lecture here after rendering this site interactively, you might have to add them to the included_lectures files or ensure they are downloaded correctly.

Slide status

Click to expand explanation of table columns 
lecture_advml/slides/gaussian-processes/slides-gp-bayes-lm.tex
\___________/        \________________/ \________________/
   lecture                 chapter            <slide-name>

lecture_advml/slides-pdf/slides-gp-bayes-lm.pdf
                        \___________________/
                       pdf_static / "Reference PDF"

Tables are organized by lecture (first level) and lecture chapters corresponding to folders in slides/<chapter> (second level), with a table per chapter. chapters ignore certain folders like attic and all.

  • Slide: The <slide-name> with a link to the compiled .tex file (if it compiles).
  • Compiles?: Whether the .tex file compiles without error using latexmk -pdf. This can depend on the availability of specific LaTeX dependencies, but assuming they are not the issue, this usually indicates syntax issues or things like \includegraphics calls using relative paths that work on Overleaf but not locally.
  • Comparison: Checking the compiled <slide-name>.tex against slides-pdf/<slide-name>.pdf using diff-pdf-visually:
    • ❌: The check failed surely, either due to differing page counts or because there is no reference PDF.
    • ❓: The check indicates differences on at least one slide, but they may be minor and need manual checking.
    • ✅: The check seems to be fine, the PDF files match.
  • Note: A comment on the previous column listing the specific reason for a failing check. Also enumerates the slide pages where differences are found, and links to a PDF containing a diff of the two files generated with diff-pdf (at a lower resolution than the originals).

lecture_appml

12 chapters with a total of 35 slides

01_intro

Slide Compiles? Note
slides01-basics ✅
slides02-learning ✅
slides03-resampling ✅
slides04-benchmarking ✅

03_lifecycle

Slide Compiles? Note
slides01-lifecycle ✅
slides02-best-practices ✅

07_imputation

Slide Compiles? Note
slides-imputation-model-based ✅
slides-imputation-simple ✅

09_imbalancy_corr

Slide Compiles? Note
slides01-imbalanced ✅
slides02-cost-sensitive ✅
slides03-sampling ✅

10_ensembles-stacking

Slide Compiles? Note
slides01-ensembles-averaging ✅
slides02-ensembles-stacking ✅

11_parallelization

Slide Compiles? Note
slides-batchtools ✅
slides-mlr3oml ✅
slides-openml ✅

12_perf_benchmark_tests

Slide Compiles? Note
slides04-perf-eval-04-hypothesis ✅
slides04-perf-eval-05-practical ✅

12_time_series

Slide Compiles? Note
slides-timeseries ✅

Figure Audit

After compilation, .fls recorder files capture every file the TeX engine opened. This allows robust detection of which figures each slide actually uses, including dynamically constructed paths (e.g. \foreach loops) that regex-based parsing misses.

Figures in figure/ or figure_man/ that are not referenced by any slide are orphaned. Figures referenced by slides but missing from disk are missing.

Each lecture chapter may have two figure directories:

  • figure/ — generated figures, typically produced by R scripts in rsrc/
  • figure_man/ — manually created or externally sourced figures, not generated by scripts

Figures are counted separately per figure/ and figure_man/ folders:

  • Total means all figures in the respective folder
  • Orphaned figures are in the folder but not used by any .tex file in the chapter
  • Missing figures are referenced in .tex files but not in folder (will cause LaTeX compilation error anyway)
  • Attic counts figures in an attic subfolder which might need to be cleaned out
Figure audit summary
figure/
figure_man/
Lecture Chapter Total Orphaned Missing Attic Total Orphaned Missing
lecture_appml 01_intro 0 0 0 0 2 2 0
lecture_appml 03_lifecycle 0 0 0 0 20 20 0
lecture_appml 04_tuning 0 0 0 0 5 5 0
lecture_appml 05_feature-preproc 13 13 0 0 3 3 0
lecture_appml 06_adv-feature-preproc-selection 1 1 0 0 2 2 0
lecture_appml 07_imputation 6 1 0 0 9 2 0
lecture_appml 08_perf_calibration 28 28 0 0 26 26 0
lecture_appml 09_imbalancy_corr 25 25 0 0 18 18 0
lecture_appml 10_ensembles-stacking 18 18 0 0 2 2 0
lecture_appml 11_parallelization 5 0 0 0 0 0 0
lecture_appml 12_perf_benchmark_tests 25 25 0 0 0 0 0
lecture_appml 12_time_series 0 0 0 0 1 0 0

Chapters with issues

lecture_appml / 01_intro

2 orphaned figure(s) in figure_man/:

  • ConfusionMatrix.png
  • mlr3_logo.png

lecture_appml / 03_lifecycle

20 orphaned figure(s) in figure_man/:

  • blocking.jpg
  • BusinessUnderstandingOverview.png
  • confounder.png
  • DataSheet.png
  • DataSources.png
  • DSLifecycle1.png
  • DSLifecycle2.png
  • MLTasks.png
  • Model Governace.png
  • modelcard.png
  • Modelling1.png
  • Modelling2.png
  • Modelling3.png
  • Modelling4.png
  • Modelling5.png
  • Modelling6.png
  • Modelling7.png
  • pipeline.png
  • spam_airport.jpg
  • Validation.png

lecture_appml / 04_tuning

5 orphaned figure(s) in figure_man/:

  • biased_selection.png
  • ecdf_all.pdf
  • empty.png
  • figure_1.pdf
  • normalized_test.pdf

lecture_appml / 05_feature-preproc

13 orphaned figure(s) in figure/:

  • 01_target_log_distribution.pdf
  • 01_target_original_distribution.pdf
  • 01_transformation_comparison_algorithms.png
  • 01_transformation_comparison_all_algorithms.png
  • 02_feature_transformation_knn.png
  • ames_target_distrib.pdf
  • categ_dummy_encoding_comparison.png
  • categorical_onehot_table.pdf
  • categorical_original_table.pdf
  • foundation_counts_table.pdf
  • foundation_encoding_table.pdf
  • intro_fe_importance.png
  • wood_foundation_examples.pdf

3 orphaned figure(s) in figure_man/:

  • empty.png
  • pipe_action.png
  • README.md

lecture_appml / 06_adv-feature-preproc-selection

1 orphaned figure(s) in figure/:

  • liu-aistats23a.png

2 orphaned figure(s) in figure_man/:

  • empty.png
  • pipe_action.png

lecture_appml / 07_imputation

1 orphaned figure(s) in figure/:

  • empty.png

2 orphaned figure(s) in figure_man/:

  • fe_imputation_models.pdf
  • README.md

lecture_appml / 08_perf_calibration

28 orphaned figure(s) in figure/:

  • 1-attributions.png
  • 1-local-global.png
  • 2algos_1dataset.png
  • 2algos_multipledatasets.png
  • benchmarkcolplot.png
  • benchmarkrankplot.png
  • calibration_large_vs_small.pdf
  • calibration_methods1.pdf
  • calibration_methods2.pdf
  • calibration_methods3.pdf
  • calibration_plot.png
  • calibrationplot.png
  • classification_measures.png
  • crit_diff_plot.png
  • dtrain_dtest_resampling.png
  • empty.png
  • fig-benchmark-box-1.png
  • gaussian_differences.png
  • mcnemar_1.png
  • metrics_task_overview.png
  • multiplalgos_multipledatasets.png
  • normal_densities.png
  • omnibustesting.png
  • pic-pava.png
  • pic-pava2.png
  • reliability_diagram.png
  • tests_overview.png
  • tests.pdf

26 orphaned figure(s) in figure_man/:

  • calibdiscr1.pdf
  • calibdiscr2.pdf
  • calibdiscr3.pdf
  • calibplot-2.png
  • calibplot-3.png
  • calibplot-4.png
  • calibplot.png
  • calibplot2.png
  • calibration_large_vs_small.pdf
  • calibration.pdf
  • calibration.png
  • calibration2.png
  • CalibrationCVFold.png
  • CalibrationCVPooled.png
  • CalibWorkflow1.png
  • CalibWorkflow2.png
  • CalibWorkflow3.png
  • ConfusionMatrix.png
  • iso-reg.png
  • isotonic-reg.png
  • lung-cancer.png
  • nested_resampling.png
  • OverAndUnderConfidence.png
  • overconfidence.png
  • platts-scaling.png
  • underconfidence.png

lecture_appml / 09_imbalancy_corr

25 orphaned figure(s) in figure/:

  • bac_plot.pdf
  • classification-vs-anomaly.png
  • empty.png
  • f1_score_plot.pdf
  • g_score_plot.pdf
  • imbalanced_data_plot_title.pdf
  • oversampling.png
  • SMOTE.png
  • threshold_adjusting.png
  • threshold_tuning11.png
  • threshold_tuning12.png
  • threshold_tuning21.png
  • threshold_tuning22.png
  • tomek_link_plot.png
  • under_oversampling.png
  • undersampling.png
  • unnamed-chunk-10-1.pdf
  • unnamed-chunk-2-1.pdf
  • unnamed-chunk-3-1.pdf
  • unnamed-chunk-4-1.pdf
  • unnamed-chunk-5-1.pdf
  • unnamed-chunk-6-1.pdf
  • unnamed-chunk-7-1.pdf
  • unnamed-chunk-8-1.pdf
  • unnamed-chunk-9-1.pdf

18 orphaned figure(s) in figure_man/:

  • benchmark_plots.pdf
  • combined_data_plots.jpg
  • coordinate_system.jpeg
  • relabeling_viz.pdf
  • smote_viz_1.pdf
  • smote_viz_10.pdf
  • smote_viz_11.pdf
  • smote_viz_12.pdf
  • smote_viz_2.pdf
  • smote_viz_3.pdf
  • smote_viz_4.pdf
  • smote_viz_5.pdf
  • smote_viz_6.pdf
  • smote_viz_7.pdf
  • smote_viz_8.pdf
  • smote_viz_9.pdf
  • smoted_iris_data_ggplot.pdf
  • threshold_plots.pdf

lecture_appml / 10_ensembles-stacking

18 orphaned figure(s) in figure/:

  • AG.png
  • ALMB.png
  • bagging_better.png
  • bagging.png
  • boot.png
  • ensemble_smiley.png
  • ensembles_hs.png
  • Ensembling.pdf
  • ensembling.png
  • Random_Forest.png
  • rf_majvot_averaging.png
  • stacking_better.png
  • stacking_cv_better.png
  • stacking_cv.png
  • stacking.png
  • voting_better.png
  • voting.png
  • Weighted_Model_Averaging.pdf

2 orphaned figure(s) in figure_man/:

  • bagging_variance_bias_100_trees.png
  • bagging_variance_bias_tree.png

lecture_appml / 12_perf_benchmark_tests

25 orphaned figure(s) in figure/:

  • 1-attributions.png
  • 1-local-global.png
  • 2algos_1dataset.png
  • 2algos_multipledatasets.png
  • benchmarkcolplot.png
  • benchmarkrankplot.png
  • calibration_large_vs_small.pdf
  • calibration_plot.png
  • calibrationplot.png
  • classification_measures.png
  • crit_diff_plot.png
  • dtrain_dtest_resampling.png
  • empty.png
  • fig-benchmark-box-1.png
  • gaussian_differences.png
  • mcnemar_1.png
  • metrics_task_overview.png
  • multiplalgos_multipledatasets.png
  • normal_densities.png
  • omnibustesting.png
  • pic-pava.png
  • pic-pava2.png
  • reliability_diagram.png
  • tests_overview.png
  • tests.pdf