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：免费试用Johns Hopkins University
您将获得的技能: PyTorch (Machine Learning Library), Convolutional Neural Networks, Deep Learning, Supervised Learning, Artificial Neural Networks, Model Evaluation, Decision Tree Learning, Network Planning And Design, Machine Learning, Computer Vision
状态：免费试用Stanford University
您将获得的技能: 理论计算机科学, 计算思维, 图论, 数据结构, 运筹学, 伪代码, Algorithm
您将获得的技能: Game Theory, Strategic Decision-Making, Strategic Thinking, Decision Making, Systems Thinking, Complex Problem Solving, Spreadsheet Software
状态：免费试用Johns Hopkins University
您将获得的技能: Linear Algebra, Artificial Intelligence and Machine Learning (AI/ML), Numerical Analysis, Geometry, Applied Mathematics, Algebra, Mathematical Modeling
状态：免费试用Wesleyan University
您将获得的技能: 模型评估, 逻辑回归, 数据分析, 统计建模, 回归分析, 统计编程, SAS（软件）, 统计分析, Python 程序设计, 预测建模, 探索性数据分析, 相关性分析
Google Cloud
您将获得的技能: Model Evaluation, Generative AI, MLOps (Machine Learning Operations), Continuous Monitoring, Model Deployment, AI Security, Data Validation, Responsible AI, Google Cloud Platform
状态：免费试用University of Colorado Boulder
您将获得的技能: 数据科学, 微积分, 数值分析, 积分微积分, 线性代数, 应用数学, 数学理论与分析, 衍生产品
状态：新状态：预览Simplilearn
您将获得的技能: Predictive Analytics, Regression Analysis, Predictive Modeling, Machine Learning, Supervised Learning, Forecasting, Case Studies, Business Analytics, Statistical Modeling
您将获得的技能: Scikit Learn (Machine Learning Library), Predictive Modeling, Regression Analysis, Machine Learning Algorithms, Applied Machine Learning, Predictive Analytics, Python Programming, Classification Algorithms, Machine Learning, Data Analysis
状态：免费试用Imperial College London
您将获得的技能: 数学建模, 微积分, 数据预处理, 无监督学习, 回归分析, 降维, 线性代数, 衍生产品, 应用数学, 功能工程, Python 程序设计, 高等数学, 机器学习算法, 统计, NumPy, Jupyter, Algorithm, 人工神经网络
状态：免费试用Illinois Tech
您将获得的技能: Statistical Inference, Regression Analysis, R Programming, Statistical Analysis, Statistical Modeling, R (Software), Data Science, Logistic Regression, Data Analysis, Probability & Statistics, Linear Algebra
状态：免费试用IBM
您将获得的技能: 机器学习, 模型评估, 分类算法, 统计建模, 逻辑回归, 监督学习, 数据预处理, 回归分析, 性能指标, 应用机器学习, 统计分析, 预测建模, 机器学习算法, 测试数据, 功能工程
总之，以下是 10 最受欢迎的 convex optimization 课程
- Mastering Neural Networks and Model Regularization: Johns Hopkins University
- 再论最短路径、NP-完全问题及其对策: Stanford University
- Game-Theoretic Solution Concept with Spreadsheets: Coursera
- Linear Algebra: Orthogonality and Diagonalization: Johns Hopkins University
- 回归建模实践: Wesleyan University
- Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Português Brasileiro: Google Cloud
- 数据科学的积分微积分和数值分析: University of Colorado Boulder
- Introduction to Linear Regression Training : Simplilearn
- Scikit-Learn to Solve Regression Machine Learning Problems: Coursera
- 机器学习数学: Imperial College London
