Nanjing University of Posts and Telecommunications
Lectures: Wednesday 15:35-17:10 教4-109
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Instructor Bolei Zhang
bolei.zhang [at] njupt.edu.cn
Office Hours: Fri. 12:30-14:30; Address: CS building 535
Last updated on: 2025.10.22 18:30
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Assistant Jingtao Zhang
QQ: 1372482855
Lecture Slides & Notes
- Lecture 0: Course Introduction
- Slides
- Lecture 1: Introduction to Optimization Methods
- Slides
- Lecture 2: Convex Set & Convex Function
- Slides Lecture Notes
- Lecture 3: Convex Optimization Problems
- Slides Lecture Notes
- Lecture 4: Duality (1, 2)
- Slides Lecture Notes
- Lecture 5: Gradient Methods for Unconstrained Convex Problems
- Slides Lecture Notes
- Lecture 6: Gradient Methods for Constrained Convex Problems
- Slides
- Lecture 7: Stochastic Gradient Descent
- Slides
- Lecture 8: Optimization in Deep Learning
- Slides
Experiments
| 实验名称 | 周次 | 周 | 课时 |
|---|---|---|---|
| 实验一 | 4 | 周一 | 3-4 |
| 实验二 | 7 | 周一 | 3-4 |
| 实验三 | 11 | 周一 | 3-4 |
| 实验四 | 12 | 周一 | 3-4 |
External Links
Numerical Optimization by Jorge Nocedal Stephen J. Wright
Scipy provides fundamental libraries in python.
CVXOPT provides convex optimization methods.
Tips on how to print the slides.