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。

LearnQuest
您将获得的技能: Reinforcement Learning, Decision Intelligence, Responsible AI, Agentic systems, Data Ethics, Artificial Intelligence, Machine Learning Methods, Distributed Computing, AI Security, Model Training
初级 · 课程 · 1-4 周

您将获得的技能: Model Training, Feature Engineering, Classification And Regression Tree (CART), Decision Tree Learning, Applied Machine Learning, Model Evaluation, Random Forest Algorithm, Responsible AI, Predictive Modeling, Data Preprocessing, Data Import/Export, Machine Learning, Classification Algorithms
初级 · 指导项目 · 不超过 2 小时

Johns Hopkins University
您将获得的技能: Reinforcement Learning, Data-Driven Decision-Making, Markov Model, Data Analysis, Time Series Analysis and Forecasting, Bayesian Statistics, Decision Making, Statistical Methods, Anomaly Detection, Probability Distribution, Statistical Analysis, Sampling (Statistics), Model Optimization, Clinical Trials
中级 · 课程 · 1-3 个月

Rice University
您将获得的技能: Probability & Statistics, Microsoft Excel, Descriptive Statistics, Box Plots, Statistical Methods, Probability Distribution, Statistical Visualization, Data Visualization, Probability, Statistics, Excel Formulas, Plot (Graphics), Business Mathematics, Spreadsheet Software, Data-Driven Decision-Making, Mathematical Theory & Analysis, Algebra, Bayesian Statistics, Arithmetic, Case Studies
初级 · 课程 · 1-3 个月

University of Colorado System
您将获得的技能: Decision Intelligence, Data Governance, AI Enablement, Health Informatics, Machine Learning Algorithms, Analytics, Clinical Informatics, Machine Learning Methods, Advanced Analytics, Data-Driven Decision-Making, AI Integrations, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), Predictive Analytics, Applied Machine Learning, Machine Learning, Predictive Modeling, Artificial Neural Networks
初级 · 课程 · 1-4 周

Johns Hopkins University
您将获得的技能: Bioinformatics, Image Analysis, Bayesian Statistics, Biostatistics, Data Science, Data-Driven Decision-Making, Data Structures, Statistical Hypothesis Testing, A/B Testing, Reinforcement Learning, Precision Medicine, Statistical Methods, Computer Vision, Algorithms, Statistical Inference, Clinical Trials, Magnetic Resonance Imaging, Program Development, Probability Distribution, Medical Imaging
中级 · 课程 · 1-3 个月

您将获得的技能: Business Leadership, Strategic Leadership, Data Ethics, Strategic Decision-Making, Responsible AI, Decision Intelligence, Business Strategy, Leadership, Risk Analysis, Artificial Intelligence, Business Risk Management, Risk Mitigation, Culture Transformation, AI Integrations, Stakeholder Communications, Accountability, Communication
初级 · 课程 · 1-4 周
University of Glasgow
您将获得的技能: Model Evaluation, Data Ethics, Federated Learning, Responsible AI, AI Security, Medical Privacy, Decision Intelligence, Machine Learning, Statistical Machine Learning, Decision Support Systems, Machine Learning Methods, Predictive Modeling, Healthcare Ethics, Information Privacy, Health Equity, Deep Learning, Data Loss Prevention, Human Centered Design
中级 · 课程 · 1-4 周
您将获得的技能: Java, Java Programming, Performance Tuning, Data Structures, Software Engineering, Tree Maps, Scalability, Algorithms, Benchmarking, Theoretical Computer Science
高级设置 · 课程 · 1-4 周

您将获得的技能: Data Visualization, Data Presentation, Pandas (Python Package), Data Analysis, Data-Driven Decision-Making, Exploratory Data Analysis, Analytical Skills, Data Wrangling, Case Studies, Data Manipulation, Data Cleansing, Python Programming, Data Import/Export, Promotional Strategies
初级 · 指导项目 · 不超过 2 小时

Duke University
您将获得的技能: Strategic Decision-Making, Dealing With Ambiguity, Decisiveness, Adaptability, Decision Making, Strategic Thinking, Complex Problem Solving, Change Management, Risk Management, Culture Transformation
中级 · 课程 · 1-4 周

Fred Hutchinson Cancer Center
您将获得的技能: 生成式人工智能, 人工智能集成, 模型评估, 项目管理, 负责任的人工智能, 决策, 商业道德, 人工智能产品战略, 数据伦理, 人工智能, 法律, 人工智能扫盲, 监管与法律合规, 道德标准与行为, 缓解, 人工智能赋能, 法律风险, 技术管理, 技术战略, 人工智能和机器学习(AI/ML), Model Evaluation
初级 · 课程 · 1-3 个月