STT905 Slides
Syllabus
Lecture Note 1
Lecture Note 2
Lecture Note 3
Lecture Note 4
Lecture Note 5 (R Code: Stagewise, Coordinate Descent, Lars)
Lecture Note 6
Lecture Note 7
Lecture Note 8
Lecture Note 1
Lecture Note 2
Lecture Note 3
Lecture Note 4
Lecture Note 5 (R Code: Stagewise, Coordinate Descent, Lars)
Lecture Note 6
Lecture Note 7
Lecture Note 8
Electronic Books on High Dimensional Statistics and Statistical Learning
Journal Papers
1. Challenges of big data analysis.
2. Statistics for big data: are statisticians ready for big data?