Gradient Boosting

[woorulez]

1. How to Explain Gradient Boosting
   • https://explained.ai/gradient-boosting/index.html
   • check out Recommended Readings
2. Towards Data Science - Boosting Algorithms by SauceCat
   • https://towardsdatascience.com/search?q=SauceCat%20Boosting%20algorithm
   • a series of articles on AdaBoost, Gradient Boosting and XGBoost
   • says it is based on this paper(110 pages)
     • Tree Boosting With XGBoost - Why Does XGBoost Win "Every" Machine Learning Competition?(링크)
3. MIT OCW - Learning: Boosting
   • https://www.youtube.com/watch?v=UHBmv7qCey4
   • awsome lecture on AdaBoost
   • lecture videos: Artificial Intelligence
4. Trevor Hastie - Gradient Boosting Machine Learning
   • https://www.youtube.com/watch?v=wPqtzj5VZus
   • good conceptual overview
   • based on the book The Elements of Statistical Learning(Hastie is one of the authors)
5. Bloomberg ML EDU - Gradient Boosting
   • https://www.youtube.com/watch?v=fz1H03ZKvLM
   • playlist: https://www.youtube.com/playlist?list=PLnZuxOufsXnvftwTB1HL6mel1V32w0ThI
   • check out the whole course at https://bloomberg.github.io/foml/

[woorulez]

Decision Tree

1. The Visual Interpretation of Decision Trees
   • https://www.youtube.com/watch?v=4FC1D9SuDBc
   • good bird's view of the algorithm
2. Bloomberg FOML
   • was helpful