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Chapter 0: Mathematical ReviewChapter 1: IntroductionChapter 2: Convex Optimization凸集 Convex Set凸函数 Convex Function凸优化问题 Convex Optimization Problems对偶性 DualityChapter 3: Unconstrained OptimizationChapter 4: Gradient MethodsHomeworkExamples
Chapter 0: Mathematical Review
线代基础部分内容![notion image](https://www.notion.so/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F67ce5aa4-f53a-4833-a23e-ad62e6562f0a%2F7f04ba5a-37ad-4aa5-a81e-de4c331deec4%2FUntitled.jpeg?table=block&id=bf70aff8-a0fc-4924-a5a6-cb75df099eab&t=bf70aff8-a0fc-4924-a5a6-cb75df099eab&width=2569&cache=v2)
Chapter 1: Introduction
![notion image](https://www.notion.so/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F67ce5aa4-f53a-4833-a23e-ad62e6562f0a%2F529716c9-623b-4689-995b-61efa4d45f41%2FUntitled.png?table=block&id=eeb0b181-16c1-41d8-8172-f63171441735&t=eeb0b181-16c1-41d8-8172-f63171441735&width=480&cache=v2)
Chapter 2: Convex Optimization
凸集 Convex Set
![notion image](https://www.notion.so/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F67ce5aa4-f53a-4833-a23e-ad62e6562f0a%2Fdaff159c-6f46-4db7-813b-cd1f6b13acee%2FUntitled.jpeg?table=block&id=6a532b67-b932-48be-996b-c1ddc39fa77f&t=6a532b67-b932-48be-996b-c1ddc39fa77f&width=2787&cache=v2)
凸函数 Convex Function
![notion image](https://www.notion.so/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F67ce5aa4-f53a-4833-a23e-ad62e6562f0a%2F80d9f7e1-71d1-4056-b3b4-872c4fc8b572%2FUntitled.jpeg?table=block&id=062858ba-9468-4bf0-a7e2-37ecb4ecfc8e&t=062858ba-9468-4bf0-a7e2-37ecb4ecfc8e&width=2725&cache=v2)
凸优化问题 Convex Optimization Problems
![notion image](https://www.notion.so/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F67ce5aa4-f53a-4833-a23e-ad62e6562f0a%2F7fa24a20-27b1-4242-b64c-ba5d1da53077%2FUntitled.jpeg?table=block&id=b14be79d-9dcd-4988-9bf9-c8a5933e8e56&t=b14be79d-9dcd-4988-9bf9-c8a5933e8e56&width=2778&cache=v2)
对偶性 Duality
![notion image](https://www.notion.so/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F67ce5aa4-f53a-4833-a23e-ad62e6562f0a%2F1dbc3502-4c16-421c-be03-80e005d0874e%2FUntitled.jpeg?table=block&id=03af6ecf-9fbc-426b-a4be-c76ae1acf8f1&t=03af6ecf-9fbc-426b-a4be-c76ae1acf8f1&width=2747&cache=v2)
Chapter 3: Unconstrained Optimization
![notion image](https://www.notion.so/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F67ce5aa4-f53a-4833-a23e-ad62e6562f0a%2Fc8405f53-2281-4cfd-80a6-b18f29cc3b8d%2FUntitled.jpeg?table=block&id=437f1e00-4710-40de-bfcc-578950df3399&t=437f1e00-4710-40de-bfcc-578950df3399&width=2855&cache=v2)
Chapter 4: Gradient Methods
![notion image](https://www.notion.so/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F67ce5aa4-f53a-4833-a23e-ad62e6562f0a%2Ff0a85664-9eca-4e59-8dc6-52b2bf19faac%2FUntitled.jpeg?table=block&id=cdf59ac2-a897-4d28-bf59-63925297e6bd&t=cdf59ac2-a897-4d28-bf59-63925297e6bd&width=2753&cache=v2)
Homework
Homework 1Homework 2Homework 3Examples
![notion image](https://www.notion.so/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F67ce5aa4-f53a-4833-a23e-ad62e6562f0a%2Fa2dd6ddb-1f57-4276-8b31-b5a005a865fa%2FUntitled.jpeg?table=block&id=512ff224-101a-47aa-9902-66178d617a5c&t=512ff224-101a-47aa-9902-66178d617a5c&width=2764&cache=v2)
- 作者:王大卫
- 链接:https://tangly1024.com/article/note:convex-optimization
- 声明:本文采用 CC BY-NC-SA 4.0 许可协议,转载请注明出处。