机器学习数学课程
Machine Learning 数学课程通常教授线性代数、微积分、概率和统计学，为理解算法打下坚实的基础。您可以掌握优化技术、数据分析和模型评估方面的技能，这些技能对于有效的机器学习应用至关重要。许多课程都会介绍 NumPy 和 TensorFlow 等 Python 库等工具，帮助您在 AI 项目中实现数学概念，提高您使用数据驱动模型的能力。
机器学习热门数学课程和认证
University of Virginia Darden School Foundation
您将获得的技能: Sustainability Standards, Supply Chain Management, Supply Chain Planning, Corporate Sustainability, Procurement, Sustainable Development, Supplier Management, Transportation, Supply Chain, and Logistics, Environmental Regulations, Logistics, Environmental Social And Corporate Governance (ESG), Risk Management Framework, Public Policies
Microsoft
您将获得的技能: 查询语言, 合作, 数据库, JavaScript 框架, Python 编程, Flask （Web 框架）, 应用安全, 对象关系映射, Vue.JS, 前端网络开发, 恢复性应用程序接口, HTML 和 CSS, 网络应用, 硒（软件）, 关系数据库, 后端网站开发, 云部署, 网络开发, 全栈式网络开发, 应用编程接口 (API)
您将获得的技能: Time Series Analysis and Forecasting, SAS (Software), Forecasting, Recurrent Neural Networks (RNNs), Feature Engineering, Statistical Analysis, Data Analysis, Digital Signal Processing, Statistical Methods, Regression Analysis, Data Transformation, Exploratory Data Analysis, Machine Learning Methods, Predictive Modeling, Advanced Analytics, Statistical Modeling, Unsupervised Learning, Data Preprocessing, Bayesian Statistics, Model Evaluation
您将获得的技能: Restful API, API Design, Application Deployment, Authentications, Cloud Deployment, User Accounts, Debugging, Operational Databases, Back-End Web Development, Software Testing, Software Development, Database Development, Continuous Integration
University of Copenhagen
您将获得的技能: 经济学, 系统思考, 政治科学, 文化, 社会科学, 环境政策, 可持续发展, 环境科学, 社会影响, 时间表, 道德标准与行为
Arizona State University
您将获得的技能: Semiconductors, Electronic Components, Laboratory Research, Electrical Engineering, Electronics Engineering, Electronics, Data Analysis Software
Duke University
您将获得的技能: Data Visualization Software, Data Visualization, Data Storytelling, Statistical Visualization, Interactive Data Visualization, Plot (Graphics), Plotly, Matplotlib, Data Presentation, Dashboard, Seaborn, Tableau Software, Scatter Plots, Heat Maps, Histogram, Google Sheets, Data Analysis, Python Programming, Cloud Applications, Business Communication
您将获得的技能: Amazon Web Services, AWS Identity and Access Management (IAM), Solution Architecture, Cloud Computing Architecture, Infrastructure Architecture, Amazon CloudWatch, Identity and Access Management, Organizational Structure, Cloud Solutions, Continuous Monitoring, Account Management
Google Cloud
您将获得的技能: 云计算, 数据管道, 互操作性, 数据处理, 无服务器计算, 数据流, 数据存储技术, 云安全, 身份和访问管理, 数据基础设施, 集装箱化
Johns Hopkins University
您将获得的技能: Precision Medicine, Game Theory, Reinforcement Learning, Data-Driven Decision-Making, Clinical Trials, Bioinformatics, Data Analysis, Image Analysis, Analytics, Markov Model, Bayesian Statistics, Time Series Analysis and Forecasting, Data Science, Strategic Decision-Making, Statistical Methods, Anomaly Detection, Statistics, Applied Machine Learning, Cybersecurity, Statistical Analysis
Fred Hutchinson Cancer Center
您将获得的技能: Bioinformatics, Molecular Biology, Data Processing, Data Analysis, Data Literacy, Exploratory Data Analysis, Laboratory Research, Metadata Management, Science and Research, R Programming, Spatial Data Analysis, Scientific Methods, Data Collection, Data Quality, Research, Quantitative Research, Informatics, Biology, Laboratory Techniques, Analysis
Google Cloud
您将获得的技能: 查询语言, JSON, 数据处理, 数据管道, 数据转换, 文件输入/输出, Jupyter, 性能调整, 实时数据, 数据流
总之，以下是 10 最受欢迎的 math for machine learning 课程
- Sustainable Supply Chains: University of Virginia Darden School Foundation
- 用 Python 进行网络开发: Microsoft
- Analyzing Time Series and Sequential Data: SAS
- Mastering REST APIs with FastAPI: Packt
- 可持续发展--理念与想象力: University of Copenhagen
- Electrical Characterization: MOSFETs: Arizona State University
- Data Visualization with Python: Duke University
- Build a Business Architecture using AWS Organization: Coursera
- 使用数据流的无服务器数据处理：基础: Google Cloud
- Data Science Decisions in Time: Johns Hopkins University
