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。
您将获得的技能: Model Deployment, MLOps (Machine Learning Operations), Data Preprocessing, Exploratory Data Analysis, Logistic Regression, Statistical Machine Learning, Model Evaluation, Supervised Learning, Decision Tree Learning, Probability & Statistics, Statistics, Machine Learning Software, Classification And Regression Tree (CART), Workflow Management, Predictive Modeling, Random Forest Algorithm, Feature Engineering, SAS (Software), Machine Learning, Applied Machine Learning
高级设置 · 专业证书 · 3-6 个月
您将获得的技能: Random Forest Algorithm, Decision Tree Learning, Data Preprocessing, Applied Machine Learning, Jupyter, Classification Algorithms, Java, Sampling (Statistics), Feature Engineering, Model Evaluation, Supervised Learning, Predictive Modeling, Machine Learning, Learning Styles, Program Evaluation, Program Implementation
中级 · 课程 · 1-4 周

您将获得的技能: Sampling (Statistics), Matplotlib, Data Analysis, Data Mining, Statistical Analysis, Statistical Hypothesis Testing, NumPy, Pandas (Python Package), Probability Distribution, Dimensionality Reduction, Model Evaluation, R Programming, Probability, Python Programming, Scikit Learn (Machine Learning Library), Data Preprocessing, Linear Algebra, Applied Machine Learning, Regression Analysis, Artificial Intelligence and Machine Learning (AI/ML)
初级 · 专项课程 · 3-6 个月

您将获得的技能: Model Evaluation, Data Preprocessing, Workforce Management, Advanced Analytics, Classification Algorithms
混合 · 课程 · 1-4 周
Duke University
您将获得的技能: 概率分布, R 语言程序设计(中文版), 数据分析, 统计建模, 概率与统计, 回归分析, 统计方法, 贝叶斯统计, 概率, 抽样(统计), 统计推理, 统计分析, 统计报告, 统计, 数据可视化, 数据分析软件, R(软件), 同行评审, 探索性数据分析, 统计假设检验
初级 · 专项课程 · 3-6 个月

您将获得的技能: Marketing Analytics, Bayesian Statistics, Descriptive Statistics, Marketing Effectiveness, Statistical Hypothesis Testing, A/B Testing, Target Audience, Marketing Strategies, Statistical Inference, Sampling (Statistics), Data Collection, Data Modeling, Statistics, Advertising Campaigns, Campaign Management, Data Presentation, Marketing, Analytics, Performance marketing, Web Analytics
中级 · 专项课程 · 3-6 个月

您将获得的技能: Data Preprocessing, Model Evaluation, Model Deployment, MLOps (Machine Learning Operations), JUnit, Decision Tree Learning, Build Tools, Performance Tuning, Classification And Regression Tree (CART), Java, Apache Maven, Data Structures, Random Forest Algorithm, Gradle, Data Pipelines, Software Architecture, Software Design, Machine Learning, Object Oriented Programming (OOP), Apache
中级 · 专项课程 · 3-6 个月

LearnQuest
您将获得的技能: 数据操作, 模型评估, 机器学习, 数据清理, Pandas(Python 软件包), 数据科学, Scikit-learn (机器学习库), 数据预处理, 降维, 分类算法, 随机森林算法, 生物信息学, 张力流, 功能工程, 应用机器学习, Keras(神经网络库), 数据转换, NumPy, 探索性数据分析, 人工神经网络
初级 · 专项课程 · 3-6 个月

University of Alberta
您将获得的技能: 概率分布, 模型评估, 机器学习, 人工智能和机器学习(AI/ML), 模拟, 强化学习, 人工智能, 监督学习, 深度学习, 线性代数, 抽样(统计), 功能工程, 性能测试, 马尔可夫模型, 机器学习算法, 伪代码, 人工神经网络, Algorithm, 性能调整
中级 · 专项课程 · 3-6 个月
Coursera
您将获得的技能: JUnit, MLOps (Machine Learning Operations), CI/CD, Continuous Integration, Jenkins, Test Automation, Unit Testing, DevOps, Test Case, Debugging, Code Coverage, Model Evaluation, Data Pipelines, Test Data
高级设置 · 课程 · 1-4 周

Universitat Autònoma de Barcelona
您将获得的技能: Computer Vision, Image Analysis, Classification Algorithms, Convolutional Neural Networks, Machine Learning Algorithms, Supervised Learning, Machine Learning, Deep Learning, Artificial Intelligence, Model Evaluation, Algorithms
混合 · 课程 · 1-3 个月

您将获得的技能: Statistical Hypothesis Testing, AI Workflows, LangChain, Generative AI Agents, CrewAI, Statistical Methods, Statistical Analysis, Data Transformation, Agentic systems, Statistical Inference, Business Intelligence, Performance Testing, Key Performance Indicators (KPIs), Data-Driven Decision-Making, Performance Metric, Descriptive Analytics, Business Metrics, Data Analysis, Correlation Analysis, Event Monitoring
中级 · 课程 · 1-4 周