IAM771 SPECIAL TOPICS: OPTIMIZATION METHODS FOR MACHINE LEARNING
| Course Code: |
9700771 |
| METU Credit (Theoretical-Laboratory hours/week): |
3(3-0) |
| ECTS Credit: |
8.0 |
| Department: |
Institute Of Applied Mathematics |
| Language of Instruction: |
English |
| Level of Study: |
Graduate |
| Course Coordinator: |
Prof.Dr. ÖMÜR UÐUR |
| Offered Semester: |
Spring Semesters. |
Course Content
Convexity; Gradient Descent; Stochastic Gradient Methods; Noise Reduction Methods; Second-Order Methods; Adaptive Methods; Methods for Regularized Models; Introduction to Machine Learning: support machine vector. neural network.
