数学优化课程可以帮助您学习线性规划、整数规划和非线性优化技术。您可以掌握制定优化问题、分析约束条件和应用算法寻找最优解的技能。许多课程都会介绍 Python、R 和 MATLAB 等工具,这些工具可用于实施优化模型和有效分析数据。

Johns Hopkins University
您将获得的技能: 三角法, 微积分, 应用数学, 几何学, 衍生产品, 高等数学, 代数, 数学建模
中级 · 课程 · 1-3 个月

The Hong Kong University of Science and Technology
您将获得的技能: Probability, Computational Logic, Combinatorics, Bayesian Statistics, Algorithms, Theoretical Computer Science, Mathematical Software, Mathematical Theory & Analysis, Cryptography, Logical Reasoning, Deductive Reasoning, Computational Thinking, Computer Science, Encryption, Data Structures, Arithmetic, General Mathematics, Public Key Cryptography Standards (PKCS), Problem Solving, Cybersecurity
初级 · 专项课程 · 3-6 个月

The Chinese University of Hong Kong
您将获得的技能: 计算逻辑, 数据结构, 运筹学, 高等数学, 调试, 数学建模
中级 · 课程 · 1-3 个月

University of London
您将获得的技能: Theoretical Computer Science, Computational Logic, Programming Principles, Computer Science, Algorithms, Computational Thinking, Database Theory, Mathematical Modeling, Data Structures, General Mathematics, Applied Mathematics, Business Mathematics, Advanced Mathematics, Logical Reasoning, Problem Solving
初级 · 课程 · 1-4 周

Arizona State University
您将获得的技能: 模型评估, 概率与统计, 数据转换, 统计方法, 数据分析, 实验, 抽样(统计), 概率分布, 描述性统计, 回归分析, 统计建模, 分析, 统计假设检验, 差异分析, 研究设计, 设计策略, Model Evaluation, 统计分析, 数据分析软件, 样本量的确定, 数学建模
初级 · 专项课程 · 3-6 个月

Coursera
您将获得的技能: Model Deployment, Generative AI, Performance Tuning, Model Evaluation, Cross Platform Development, PyTorch (Machine Learning Library), Cloud Deployment, Applied Machine Learning, Application Performance Management, Development Environment, Hardware Architecture
中级 · 课程 · 1-4 周

您将获得的技能: Convolutional Neural Networks, Model Evaluation, Keras (Neural Network Library), Image Analysis, Deep Learning, Applied Machine Learning, Computer Vision, Dimensionality Reduction, PyTorch (Machine Learning Library), Tensorflow, Machine Learning Methods, Data Preprocessing, Performance Tuning, Artificial Intelligence
中级 · 课程 · 1-4 周

University of London
您将获得的技能: Combinatorics, Probability & Statistics, Data Analysis, Advanced Mathematics, Linear Algebra, Mathematics and Mathematical Modeling, Mathematical Theory & Analysis, Applied Mathematics, Statistics, Analysis, Statistical Analysis, Probability, Algorithms, Algebra
初级 · 课程 · 1-4 周

University of Minnesota
您将获得的技能: 电子表格软件, 制图, 数据驱动决策, 商业分析, Microsoft Excel, 决策, 商业数学, 业务建模, 线性代数, 运筹学, 数据建模, 工艺优化, 分析, 数学建模
初级 · 课程 · 1-4 周

University of Colorado Boulder
您将获得的技能: 统计方法, 积分微积分, 数据分析, 微积分, 应用数学, 制图, 数值分析, 线性代数, 衍生产品, 数据科学, 代数, 数学理论与分析
中级 · 专项课程 · 3-6 个月

Coursera
您将获得的技能: MLOps (Machine Learning Operations), Model Evaluation, Image Analysis, Multimodal Prompts, Debugging, Benchmarking, Computer Vision, Algorithms, Data Visualization, Deep Learning, Applied Machine Learning, Performance Tuning, Experimentation, Tensorflow, Failure Mode And Effects Analysis, Verification And Validation, Root Cause Analysis, Cost Management, Machine Learning, Keras (Neural Network Library)
中级 · 专项课程 · 3-6 个月

Johns Hopkins University
您将获得的技能: 空间数据分析, 物理学, 矢量数据库, 积分微积分, 微积分, 应用数学, 几何学, 高等数学, 数学建模, 数据整合, 数学理论与分析
中级 · 课程 · 1-4 周