Random Forest 课程可以帮助您学习决策树算法、Ensemble 方法、Feature Selection 和模型评估技术。您可以掌握数据预处理、超参数调整和解释模型输出的技能。许多课程会介绍 Python 的 Scikit-learn 和 R 的 randomForest 包等工具,展示如何将这些技能应用于分类、回归和处理大型数据集等任务。

Ball State University
您将获得的技能: Statistical Methods, Probability & Statistics, Statistical Modeling, Statistical Programming, Statistical Analysis, Probability Distribution, Statistical Inference, Bayesian Statistics, Data Science, Sampling (Statistics), Statistical Hypothesis Testing, R Programming, Dimensionality Reduction, Simulations, Statistical Visualization
攻读学位
中级 · 课程 · 1-3 个月

Coursera
您将获得的技能: SQL, PostgreSQL, Database Management, Data Manipulation, Database Systems
中级 · 指导项目 · 不超过 2 小时

University of Illinois Urbana-Champaign
您将获得的技能: Sampling (Statistics), Statistical Analysis, Business Analytics, Statistics, Quantitative Research, Data Analysis, Data Visualization, Statistical Methods, Data-Driven Decision-Making, Microsoft Excel, Analytical Skills, Descriptive Statistics, Probability Distribution, Influencing
初级 · 课程 · 1-3 个月

University of Leeds
您将获得的技能: Exploratory Data Analysis, Data Cleansing, Statistical Methods, Statistical Modeling, Data Visualization, Statistics, R (Software), Data Analysis, Descriptive Statistics, Data Preprocessing, Box Plots, Data Visualization Software, Histogram, Probability, Probability Distribution
中级 · 课程 · 1-4 周

University of Maryland, College Park
您将获得的技能: Data Integration, Data Ethics, R Programming, Surveys, Informed Consent, Statistical Methods, Statistical Analysis, Sampling (Statistics), Regression Analysis, Descriptive Statistics, Logistic Regression
混合 · 课程 · 1-4 周
University of Michigan
您将获得的技能: Social Network Analysis, Network Analysis, Graph Theory, Predictive Analytics, Predictive Modeling, Pandas (Python Package), Matplotlib, Probability Distribution, Algorithms
中级 · 课程 · 1-4 周

您将获得的技能: Data Integrity, Data Cleansing, Data Quality, Data Validation, Sampling (Statistics), Probability & Statistics, Data Analysis, Statistics, Statistical Analysis, Small Data
初级 · 课程 · 1-4 周

Duke University
您将获得的技能: Exploratory Data Analysis, Sampling (Statistics), Statistical Inference, R (Software), Probability Distribution, R Programming, Bayesian Statistics, Probability, Data Analysis, Statistical Analysis, Descriptive Statistics
初级 · 课程 · 1-3 个月

您将获得的技能: Statistics, Data Analysis, Statistical Analysis, Regression Analysis, Analytics, Statistical Methods, Probability, Data Science, Statistical Modeling, Data-Driven Decision-Making, Statistical Inference, Probability Distribution, Applied Machine Learning, Predictive Modeling, Model Evaluation
中级 · 课程 · 1-3 个月

您将获得的技能: NumPy, Plot (Graphics), Pandas (Python Package), Scientific Visualization, Data Manipulation, Scatter Plots, Machine Learning, Data Science, Data Analysis Software, Histogram, Numerical Analysis, Linear Algebra, Probability Distribution, Classification Algorithms, Regression Analysis
初级 · 课程 · 1-3 个月

École Polytechnique Fédérale de Lausanne
您将获得的技能: Spatial Analysis, Spatial Data Analysis, GIS Software, Geographic Information Systems, Geospatial Mapping, Geostatistics, Interactive Data Visualization, Data Integration, Data Mapping, Augmented Reality, Sampling (Statistics)
初级 · 课程 · 1-3 个月

University of Maryland, College Park
您将获得的技能: Sampling (Statistics), Data Analysis Software, Stata, Data Manipulation, Statistical Analysis, Statistical Software, Statistical Methods, Regression Analysis, Data Integrity, R (Software), R Programming, Statistical Modeling
混合 · 课程 · 1-3 个月