Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

Write Naive Bayes and Decision Trees chapters #9

Open
21 tasks
hschafer opened this issue Apr 1, 2023 · 0 comments
Open
21 tasks

Write Naive Bayes and Decision Trees chapters #9

hschafer opened this issue Apr 1, 2023 · 0 comments
Labels
content Related to the content of the book
Milestone
Chapter 5 - Trees...

Comments

@hschafer
Copy link
Collaborator

hschafer commented Apr 1, 2023 •
edited

  • Naive Bayes
    • Idea
    • Computing Probabilities
    • Practicalities (Laplace Smoothing)
    • Compare models + Generative vs Discriminative models
  • Decision Trees
    • Flow chart idea
    • Parametric vs. non-parametric
    • XOR
    • Context: Loans
      • Bias/Fairness
    • Decision Tree idea
    • Decision Stump
    • How to select best split (classification error)
    • Algorithm
    • Worked example
    • How to handle missing data
    • Real valued features
    • Decision boundaries
    • Overfitting
    • In practice
@hschafer hschafer added the content Related to the content of the book label Apr 1, 2023
@hschafer hschafer changed the title Write k-NN and Decision Trees chapter Write Naive Bayes and Decision Trees chapters Apr 25, 2023
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Assignees
No one assigned
Labels
content Related to the content of the book
Projects
None yet
Milestone
Chapter 5 - Trees + Ensemble Methods
Development

No branches or pull requests
1 participant
@hschafer