Here is Prof. Hastie's recent talk from the H2O World conference. In this talk, professor Hastie takes us through Ensemble Learners like decision trees and random forests for classification problems.
Other excellent talks from the conference include the following.
- Michael Marks - Values and Art of Scale in Business
- Nachum Shacham of Paypal - R and ROI for Big Data
- Hassan Namarvar, ShareThis - Conversion Estimation in Display Advertising
- Ofer Mendelevitch, Hortonworks - Bayesian Networks with R and Hadoop,
- Sandy Ryza, Cloudera - MLlib and Apache Spark
- Josh Bloch, Lord of the APIs - A Brief, Opinionated History of the API
- Macro and Micro Trends in Big Data, Hadoop and Open Source
- Competitive Data Science Panel: Kaggle, KDD and data sports
- Practical Data Science Panel
The complete playlist can be found here.
