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26 Open 0 Closed
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Issues list

Include Cohen's kappa in confusion matrices
#26 opened Feb 23, 2021 by cimentadaj
Review most used ML algos and see which could fit here
#25 opened Jan 6, 2021 by cimentadaj
Good PCA example
#24 opened Oct 20, 2020 by cimentadaj
Great earth example
#23 opened Oct 16, 2020 by cimentadaj
New lasso simulation example
#22 opened Sep 15, 2020 by cimentadaj
We need a chapter on k-nearest neighbor
#21 opened Jul 8, 2020 by cimentadaj
Fix warnings from xgboost
#20 opened Jul 8, 2020 by cimentadaj
Extend PCA to showcase how it works as a anomaly detection
#19 opened Jun 29, 2020 by cimentadaj
Extend PCA to include clustering with predicions
#18 opened Jun 26, 2020 by cimentadaj
Add hierarchical clustering section
#17 opened Jun 26, 2020 by cimentadaj
1
Need a good real world example of K-Means
#16 opened Jun 19, 2020 by cimentadaj
1
Finalize the k-means clustering example from scratch
#15 opened Jun 18, 2020 by cimentadaj
How can we identify clusters of correlations in PCA and apply accordingly?
#14 opened Jun 18, 2020 by cimentadaj
Make a single graph that summarizes tree based methos
#13 opened Jun 16, 2020 by cimentadaj
Add precision, recall and F1 in the loss function chapter
#12 opened Jun 16, 2020 by cimentadaj
When explaining confusion matrices, rename with childcare labels
#11 opened Jun 16, 2020 by cimentadaj
For GB section, make simulation with hyperparameters to see which affects more overfitting
#10 opened Jun 13, 2020 by cimentadaj
Make a reference as to why random forest is called a 'forest': you define the tree diagrams but don't make this distinction
#9 opened Jun 12, 2020 by cimentadaj
When introducing bagging, formally describe it as ensemble and why they call it that
#8 opened Jun 12, 2020 by cimentadaj
Generate fake example for random forest to show case when it works
#7 opened Jun 12, 2020 by cimentadaj
Extend bagging to include binary classification
#6 opened Jun 10, 2020 by cimentadaj
Add partial plots
#5 opened Jun 10, 2020 by cimentadaj
Revisa that all numbers through out the book are NOT surround by dollar signs
#4 opened Jun 10, 2020 by cimentadaj
Check that bagging is explained correctly from the manual approach
#3 opened Jun 10, 2020 by cimentadaj
Include the comparison of interactions for linear models in the decision tree section
#2 opened Jun 10, 2020 by cimentadaj
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