凸优化课程
凸优化课程可以帮助您学习线性规划、对偶理论和梯度下降方法。您可以掌握制定优化问题、分析凸集以及将算法应用到实际工作中的技能。许多课程都会介绍 MATLAB、Python 库和优化软件等工具，这些工具支持在机器学习、人工智能和 Operator 研究等领域实施解决方案。
热门凸优化课程和认证
状态：预览Johns Hopkins University
您将获得的技能: Descriptive Statistics, Linear Algebra, Exploratory Data Analysis, Data-Driven Decision-Making, Data Analysis, Statistics, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Probability, Regression Analysis, Calculus, Mathematical Software, Statistical Analysis, Advanced Mathematics, Applied Mathematics, Probability Distribution, Mathematical Modeling, Integral Calculus, Dimensionality Reduction, Graphing
状态：免费试用您将获得的技能: Load Balancing, Scalability, Performance Tuning, Software Architecture, Microsoft Copilot, Application Design, Performance Testing, Systems Architecture, Application Performance Management, Distributed Computing, Database Management, Middleware, SQL
您将获得的技能: Model Evaluation, MLOps (Machine Learning Operations), Generative AI, Continuous Monitoring, Model Deployment, Data Ethics, Scalability
状态：免费试用Columbia University
您将获得的技能: 财务分析, 统计分析, 风险分析, 投资组合风险, 事务处理, 风险管理, 投资组合管理, 资产管理, 投资管理, 股票, 证券交易, 市场流动性, 金融市场
状态：免费试用DeepLearning.AI
您将获得的技能: 应用数学, 机器学习算法, 深度学习, 衍生产品, Python 程序设计, 数值分析, 人工神经网络, 机器学习, 微积分, 可视化（计算机制图）
状态：免费试用University of Glasgow
您将获得的技能: Engineering Practices, Engineering Calculations, Engineering Analysis, Engineering, Applied Mathematics
状态：新状态：免费试用您将获得的技能: Model Deployment, Cloud Deployment, Amazon Elastic Compute Cloud, Model Evaluation, Continuous Deployment, Continuous Integration, Debugging
状态：免费试用DeepLearning.AI
您将获得的技能: 张力流, Machine Learning 方法, 模型评估, 验证和确认, 人工神经网络, 深度学习, 性能调整, 数据预处理
状态：免费The Chinese University of Hong Kong
您将获得的技能: Applied Mathematics, Operations Research, Mathematical Modeling, Enterprise Modeling, Network Model, Statistical Modeling, Combinatorics, Functional Design, Mathematical Software, Computational Thinking, Graph Theory, Algorithms, Data Structures, Debugging
状态：免费试用University of Washington
您将获得的技能: 模型评估, 预测建模, Python 程序设计, 统计建模, 回归分析, 监督学习, 机器学习, Algorithm, 功能工程, 数据预处理
状态：新状态：免费试用您将获得的技能: Performance Tuning, Splunk, Role-Based Access Control (RBAC), Scripting, Servers, Security Controls, Data Pipelines, Application Performance Management, System Monitoring, Data Infrastructure, Windows Servers, Network Troubleshooting, Distributed Computing, Systems Administration, System Configuration, Data Management, Security Information and Event Management (SIEM), Configuration Management, Debugging, Performance Improvement
状态：免费试用National Taiwan University
您将获得的技能: 应用数学, 运输业务, 商业分析, 案例研究, 应用机器学习, 线性代数, 运筹学, Algorithm, 数学建模, 网络模型, 高等数学
总之，以下是 10 最受欢迎的 convex optimization 课程
- Foundational Mathematics for AI: Johns Hopkins University
- Performance Optimization and Scalability: Microsoft
- Machine Learning Operations with Vertex AI: Model Evaluation: Google Cloud
- 资产管理中的优化方法: Columbia University
- 机器学习和数据科学微积分: DeepLearning.AI
- Evolutionary Computation and its Applications: University of Glasgow
- AWS: Model Training , Optimization & Deployment: Whizlabs
- 改进深度神经网络：超参数调整、正则化和优化: DeepLearning.AI
- 离散优化建模基础篇 Basic Modeling for Discrete Optimization: The Chinese University of Hong Kong
- 机器学习回归: University of Washington
