Naive Bayes — Roadmap Step & Resources
A probabilistic classifier based on Bayes' theorem and a strong independence assumption
- Level: intermediate
- Estimated time: 1 days
- Roadmap: Machine Learning
Before this step
Interview questions
- What is the 'naive' assumption in Naive Bayes, and why does it work well despite being unrealistic?
Study resources
- Naive Bayes, Clearly Explained!!! (Video) — StatQuest's widely-loved explanation of the Naive Bayes classifier.
- Naive Bayes (Article) — The official scikit-learn documentation for Naive Bayes classifiers.
Part of
- Supervised Learning: Classification — section
- Machine Learning roadmap — the full learning path