数据挖掘课程可以帮助您学习数据预处理、模式识别和预测建模技术。您可以掌握 Cluster、Classification 和 Anomaly Detection 等技能,从而支持从大型数据集中提取有意义的见解。许多课程都会介绍 Python、R 和 SQL 等工具,以及 RapidMiner 和 Weka 等软件,帮助您在实际数据分析项目中应用这些技能。

您将获得的技能: Case Studies, User Experience Design, Business Analysis, Natural Language Processing, Application Programming Interface (API), Application Deployment, Application Development, Artificial Intelligence, Systems Integration, Scalability
初级 · 课程 · 1-4 周

Coursera
您将获得的技能: LangGraph, AI Orchestration, LangChain, LLM Application, Agentic Workflows, Generative AI Agents, MLOps (Machine Learning Operations), Context Management, Distributed Computing, Software Design Patterns
中级 · 课程 · 1-4 周

Duke University
您将获得的技能: PyTorch(机器学习库), 机器学习, 逻辑回归, 深度学习, 自然语言处理, 卷积神经网络, 计算机视觉, 迁移学习, 人工神经网络, 医学影像, 监督学习, 应用机器学习, 图像分析, Python 程序设计, 强化学习, 递归神经网络 (RNN), 无监督学习
中级 · 课程 · 1-3 个月

University of Minnesota
您将获得的技能: 健康信息管理, 图论, 口腔信息学, 临床信息学, 健康信息学, 社区卫生, 数据共享, 医疗保健, 互操作性, 健康技术, 远程保健, 数据伦理, 数据可视化, 地理空间信息与技术, 护理, 电子病历, 公共卫生, 医疗保健伦理
混合 · 课程 · 1-3 个月

您将获得的技能: Key Performance Indicators (KPIs), Power BI, Dashboard, Data Visualization, Interactive Data Visualization, Data Storytelling, Data Presentation, Business Metrics, Performance Analysis, Data Visualization Software, Data Import/Export, Business Intelligence, Regional Sales, Sales Presentation
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: AI Enablement, Business Process Automation, Digital Transformation, Employee Engagement, Recruitment
中级 · 课程 · 1-4 周

您将获得的技能: Google Sheets, Exploratory Data Analysis, Statistical Analysis, Data Analysis, Data Presentation, Spreadsheet Software, Data Visualization, Graphing, Statistics, Data Science, Data Manipulation
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: Feature Engineering, Deep Learning, PyTorch (Machine Learning Library), Convolutional Neural Networks, Natural Language Processing, Data Preprocessing, Artificial Neural Networks, Transfer Learning, Recurrent Neural Networks (RNNs), Artificial Intelligence, Computer Vision, Jupyter, Predictive Modeling, Machine Learning, Model Evaluation, Data Transformation
混合 · 课程 · 1-3 个月

您将获得的技能: Model Deployment, MLOps (Machine Learning Operations), AI Orchestration, Dependency Analysis, Application Deployment, Continuous Deployment, Generative AI, Release Management, Regression Testing, Cloud Deployment, Verification And Validation, Site Reliability Engineering, CI/CD, Model Evaluation, Continuous Delivery, Data-Driven Decision-Making, Application Performance Management, Software Technical Review, Kubernetes, System Requirements
中级 · 课程 · 1-4 周
Coursera
您将获得的技能: Experimentation, Business Metrics, Data Storytelling, Return On Investment, Model Evaluation, Dashboard, Performance Measurement, Business Valuation, Key Performance Indicators (KPIs), A/B Testing, Performance Analysis, Analysis, Product Management, Machine Learning, Financial Analysis, Business, Stakeholder Communications, Sample Size Determination, Power Electronics
中级 · 课程 · 1-4 周

您将获得的技能: Retrieval-Augmented Generation, OpenAI API, AI Workflows, Generative Model Architectures, Model Deployment, Hugging Face, Programming Principles, Computer Programming, Transfer Learning, Application Deployment, Context Management, Embeddings, User Interface (UI), Model Evaluation, Vector Databases, Debugging, Software Installation
中级 · 专项课程 · 3-6 个月

Coursera
您将获得的技能: Model Context Protocol, AI Security, Scalability, Software Architecture, Servers, Interoperability, System Design and Implementation, API Design, Enterprise Security, Real Time Data, Performance Tuning
高级设置 · 课程 · 1-4 周