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cimentadaj
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ml_socsci
A work-in-progress of the notes/book 'Machine Learning for Social Science'
https://cimentadaj.github.io/ml_socsci/
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Bump actions/download-artifact from 2 to 4.1.7 in /.github/workflows
#27
dependabot[bot]
opened
2 months ago
0
Include Cohen's kappa in confusion matrices
#26
cimentadaj
opened
3 years ago
0
Review most used ML algos and see which could fit here
#25
cimentadaj
opened
3 years ago
0
Good PCA example
#24
cimentadaj
opened
4 years ago
0
Great earth example
#23
cimentadaj
opened
4 years ago
0
New lasso simulation example
#22
cimentadaj
opened
4 years ago
0
We need a chapter on k-nearest neighbor
#21
cimentadaj
opened
4 years ago
0
Fix warnings from xgboost
#20
cimentadaj
opened
4 years ago
0
Extend PCA to showcase how it works as a anomaly detection
#19
cimentadaj
opened
4 years ago
0
Extend PCA to include clustering with predicions
#18
cimentadaj
opened
4 years ago
0
Add hierarchical clustering section
#17
cimentadaj
opened
4 years ago
1
Need a good real world example of K-Means
#16
cimentadaj
opened
4 years ago
1
Finalize the k-means clustering example from scratch
#15
cimentadaj
opened
4 years ago
0
How can we identify clusters of correlations in PCA and apply accordingly?
#14
cimentadaj
opened
4 years ago
0
Make a single graph that summarizes tree based methos
#13
cimentadaj
opened
4 years ago
0
Add precision, recall and F1 in the loss function chapter
#12
cimentadaj
opened
4 years ago
0
When explaining confusion matrices, rename with childcare labels
#11
cimentadaj
opened
4 years ago
0
For GB section, make simulation with hyperparameters to see which affects more overfitting
#10
cimentadaj
opened
4 years ago
0
Make a reference as to why random forest is called a 'forest': you define the tree diagrams but don't make this distinction
#9
cimentadaj
opened
4 years ago
0
When introducing bagging, formally describe it as ensemble and why they call it that
#8
cimentadaj
opened
4 years ago
0
Generate fake example for random forest to show case when it works
#7
cimentadaj
opened
4 years ago
0
Extend bagging to include binary classification
#6
cimentadaj
opened
4 years ago
0
Add partial plots
#5
cimentadaj
opened
4 years ago
0
Revisa that all numbers through out the book are NOT surround by dollar signs
#4
cimentadaj
opened
4 years ago
0
Check that bagging is explained correctly from the manual approach
#3
cimentadaj
opened
4 years ago
0
Include the comparison of interactions for linear models in the decision tree section
#2
cimentadaj
opened
4 years ago
0
Extend decision trees to include binary dependent variables
#1
cimentadaj
opened
4 years ago
0