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。

Johns Hopkins University
您将获得的技能: Database Management, Apache Hadoop, Query Languages, Big Data, Databases, SQL, Data Access, Distributed Computing, Performance Tuning, Data Processing, Data Integrity, Authorization (Computing), Data Storage Technologies, File Systems, Algorithms
中级 · 课程 · 1-4 周

您将获得的技能: Model Evaluation, Regression Analysis, Applied Machine Learning, Data Visualization, Statistical Modeling, Feature Engineering, Predictive Modeling, Data Analysis, R Programming, Predictive Analytics, Exploratory Data Analysis, Supervised Learning, Statistical Analysis, Correlation Analysis, Probability & Statistics, Data Manipulation, Linear Algebra, Statistical Hypothesis Testing
混合 · 课程 · 1-4 周

University of Minnesota
您将获得的技能: 制造 Operator, 商业分析, 投资组合管理, 数学建模, 微软Excel, 工艺优化, 生产规划, 投资管理, 员工队伍规划, 资源分配, 应用数学, 金融, 运营管理, 分析, 决策, 劳动力管理, 金融建模, 供应链, 运筹学
初级 · 课程 · 1-4 周

您将获得的技能: Calculus, Applied Mathematics, NumPy, Machine Learning Algorithms, Data Science, Tensorflow, Python Programming, Derivatives, Algorithms, Development Environment
中级 · 课程 · 1-3 个月

University of California, Irvine
您将获得的技能: 概率分布, 微软Excel, 供应链规划, 资源分配, 工艺优化, 库存管理系统, 能力管理, 模拟和模拟软件, 运筹学, 供应链管理, 需求规划
中级 · 课程 · 1-4 周

Microsoft
混合 · 课程

您将获得的技能: Content Performance Analysis, Search Engine Optimization, Keyword Research, Performance Analysis, Marketing Analytics, Web Analytics and SEO, Content Strategy, Analytics, Marketing Channel, Key Performance Indicators (KPIs), Social Media Strategy, Data-Driven Decision-Making, Revenue Management, Social Media Management, Brand Marketing
初级 · 课程 · 1-4 周

The Chinese University of Hong Kong
您将获得的技能: Mathematical Modeling, Operations Research, Debugging, Traffic Flow Optimization, Computational Logic, Business Logic, Algorithms, Data Validation
中级 · 课程 · 1-3 个月

您将获得的技能: Power BI, Microsoft Copilot, Cost Control, Data Lakes, Microsoft Azure, Data Architecture, Process Improvement and Optimization, Process Optimization, Performance Tuning, Real Time Data, Data Modeling, Enterprise Architecture, SQL, Natural Language Processing
中级 · 课程 · 1-3 个月

Northeastern University
您将获得的技能: Model Evaluation, Linear Algebra, Statistical Machine Learning, Probability, Bayesian Statistics, Probability Distribution, Mathematical Modeling, Machine Learning, Applied Mathematics, Statistical Inference, Dimensionality Reduction, Algebra
混合 · 课程 · 1-4 周

Coursera
您将获得的技能: Regression Analysis, NumPy, Supervised Learning, Machine Learning Algorithms, Machine Learning, Predictive Modeling, Deep Learning, Data Science, Python Programming
中级 · 指导项目 · 不超过 2 小时

National Taiwan University
您将获得的技能: Report Writing, Operations Research, Applied Mathematics, Mathematical Modeling, Algorithms, Industrial Engineering, Business Modeling, Process Optimization, Engineering Calculations, Feasibility Studies, Project Design, Engineering Management, Business Operations, Data Visualization, Presentations, Complex Problem Solving, Business Analytics
高级设置 · 课程 · 1-4 周