决策树课程可以帮助您学习如何创建、分析和优化决策树,以完成数据分析、分类和回归任务。您可以掌握特征选择、模型 Evaluation 以及理解过度拟合与欠拟合等方面的技能。许多课程都会介绍一些工具,如 Python 的 Scikit-learn、R 的 rpart 和各种可视化软件,这些工具都支持在现实世界的数据集中实施决策树并分析其性能。

University of Minnesota
您将获得的技能: 模型评估, 交通运输, 运筹学, 数据预处理, 概率, 预测建模, 时间序列分析和预测, 分析, 统计方法, 劳动力管理, 商业分析, 供应链, 模拟, 供应链规划, 数学建模, 预测分析, 业务建模, 概率分布, 模拟和模拟软件, Model Evaluation, 模型培训
初级 · 专项课程 · 3-6 个月

您将获得的技能: 生成式人工智能, 人工智能集成, 客户服务, 改善客户体验, 工作流程管理, 自助服务技术, 人工智能工作流程, 无代码开发, 情境管理, 生成式人工智能代理, IBM 云计算, 应用程序部署, WordPress, 运行效率, 法学硕士申请
初级 · 课程 · 1-3 个月

Coursera
您将获得的技能: Classification And Regression Tree (CART), Decision Tree Learning, Supervised Learning, Predictive Modeling, Risk Modeling, Financial Data, Predictive Analytics, Statistical Machine Learning, Applied Machine Learning, Workflow Management, Data Validation, Data Preprocessing, Data Ethics, Model Evaluation, Model Training, Business Reporting, Responsible AI, Performance Reporting, Business Ethics, Business Communication
中级 · 课程 · 1-4 周

Duke University
您将获得的技能: Strategic Decision-Making, Dealing With Ambiguity, Performance Metric, Decisiveness, Performance Analysis, Performance Measurement, Adaptability, Customer Demand Planning, Decision Making, Dashboard, Strategic Thinking, Data-Driven Decision-Making, Market Opportunities, Data Strategy, Business Analytics, Data Science, Data Analysis, Operational Efficiency, Risk Management, Change Management
中级 · 专项课程 · 1-4 周

您将获得的技能: Model Evaluation, Supervised Learning, Data Preprocessing, Random Forest Algorithm, Applied Machine Learning, Model Optimization, Model Training, Data Processing, Machine Learning Methods, Decision Tree Learning, Machine Learning Algorithms, Classification Algorithms, Analysis, Python Programming
混合 · 课程 · 1-4 周

University of Minnesota
您将获得的技能: 生产运营, 交通运输, 运筹学, 生产流程, Microsoft Excel, 商业分析, 业务分析, 员工队伍规划, 资源分配, 财务建模, 现金管理, 运营管理, 供应链, 库存控制, 应用数学, 供应链规划, 分析, 数学建模, 劳动力管理, 资源规划
初级 · 课程 · 1-4 周

Vanderbilt University
您将获得的技能: Generative AI, Descriptive Analytics, Data Literacy, Data-Driven Decision-Making, Data Analysis, Exploratory Data Analysis, Descriptive Statistics, Predictive Analytics, Prompt Engineering, Analytical Skills, Statistical Analysis, Decision Making
初级 · 课程 · 1-4 周

Arizona State University
您将获得的技能: Statistical Methods, Bayesian Statistics, Statistics, Probability & Statistics, Analytics, Data Storage Technologies, Exploratory Data Analysis, Data Store, Mathematical Software, Data Storage, Data Access, Statistical Machine Learning, Database Software, Estimation, Machine Learning Methods, Data-Driven Decision-Making, Applied Machine Learning, Supervised Learning, Markov Model, Regression Testing
中级 · 专项课程 · 3-6 个月

您将获得的技能: Feature Engineering, Responsible AI, Model Evaluation, Model Deployment, Technical Communication, Data Preprocessing, Data Transformation, Stakeholder Communications, Performance Analysis, Data Wrangling, Data Cleansing, Predictive Modeling, Machine Learning, Embeddings, Artificial Intelligence, Report Writing, Decision Support Systems, Scikit Learn (Machine Learning Library), Pandas (Python Package)
中级 · 课程 · 1-4 周

Illinois Tech
您将获得的技能: Machine Learning Algorithms, Model Evaluation, Statistical Analysis, Data Visualization, Data Analysis, Exploratory Data Analysis, Statistical Methods, Data Presentation, Analysis, Probability & Statistics, Data Cleansing, Applied Machine Learning, Analytics, Machine Learning, Data Preprocessing, Data Processing, Model Training, Correlation Analysis, Decision Tree Learning, Logistic Regression
攻读学位
中级 · 课程 · 1-3 个月

您将获得的技能: Classification And Regression Tree (CART), Model Evaluation, Predictive Analytics, Predictive Modeling, Decision Tree Learning, Data Preprocessing, Applied Machine Learning, Data-Driven Decision-Making, Marketing Analytics, Data-Driven Marketing, Classification Algorithms, Model Optimization, Model Training, Marketing, Fine-tuning
混合 · 课程 · 1-4 周

Amazon Web Services
您将获得的技能: Machine Learning Methods, Decision Intelligence, Applied Machine Learning, Machine Learning, Technology Roadmaps, Data-Driven Decision-Making, Artificial Intelligence and Machine Learning (AI/ML), Business Solutions, Organizational Strategy, AI Product Strategy, Organizational Change, Feasibility Studies
初级 · 课程 · 1-4 周