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。

Vanderbilt University
您将获得的技能: Statistical Methods, Data Literacy, Regression Analysis, Statistical Analysis, Correlation Analysis, Technical Communication, Scatter Plots, Data Analysis, Predictive Analytics, Generative AI, AI literacy, Predictive Modeling
中级 · 课程 · 1-4 周

您将获得的技能: Scikit Learn (Machine Learning Library), Classification Algorithms, Applied Machine Learning, Model Training, Machine Learning Algorithms, Predictive Modeling, Supervised Learning, Random Forest Algorithm, Machine Learning, Unsupervised Learning, Data Analysis
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: Apache Kafka, Data Warehousing, Extract, Transform, Load, Microsoft SQL Servers, Performance Tuning, Data Pipelines, Cloud Computing Architecture, Business Intelligence, Real Time Data, Apache Hadoop, Cloud Infrastructure, Data Modeling, Database Design, Data Quality, Responsible AI, Apache Spark, SQL, Generative AI, Data Governance, Quality Management
中级 · 专项课程 · 1-3 个月

Universidad Austral
您将获得的技能: Regression Analysis, Statistical Inference, Descriptive Statistics, Risk Analysis, Business Analytics, Statistics, Data Literacy, Risk Modeling, Excel Formulas, Sampling (Statistics), Microsoft Excel, Sample Size Determination, Data Analysis, Statistical Methods, Risk Management, Probability, Descriptive Analytics, Statistical Analysis, Probability & Statistics, Data Science
初级 · 课程 · 1-4 周

Fractal Analytics
您将获得的技能: AI Security, Vector Databases, Responsible AI, Data Strategy, Data Ethics, Data Management, Data Security, Generative AI, Generative AI Agents, Data Mapping, AI Integrations, Data Governance, Containerization, Data Architecture, Retrieval-Augmented Generation, Interoperability, Enterprise Architecture, Metadata Management, Data Pipelines, Artificial Intelligence and Machine Learning (AI/ML)
中级 · 专项课程 · 1-3 个月