- Course syllabus.
- Video Lectures.
- Lecture Notes
- Code and Programs.
- UCI Machine Learning Repository has many real-life data sets.
- DataCamp assignments
- Assignments of the first 4 weeks: Review the basics of Probability and Statistics then solve
- Chapter 1: 1, 7, 9, 23, 46, 47, 48, 56, 68.
- Chapter 2: 1, 3, 34, 35, 38, 40, 53, 56, 57, 64.
- Chapter 3: 1, 8, 9, 27.
- Chapter 4: 6, 7, 12, 14, 31.
- Chapter 6: 3
- Chapter 7: 1
- Probability HWs from Assignments
- Review the basics of Data Visualization
-
Review the basics of Linear Algebra
- Chapter 1: Sec 1.1: 1 , 2, 4, 7, 13. Sec 1.2: 1,3,4.
- Chapter 4: Sec 4.2: 1,11.
-
Review the basics of Multivariate Probability and Statistics
-
Review some basics of Calculus and solve optimization problems from Assignments.
coming soon
Please, find here samples for exams.