Cluster Analysis(聚类分析)课程可以帮助您学习数据分割、模式识别和数据集内自然分组的识别。您可以培养评估聚类方法、解释结果以及将统计技术应用于实际问题的技能。许多课程都会介绍 R、Python 等工具和用于数据可视化的专项软件,这些工具支持实施聚类算法和分析复杂的数据结构。

您将获得的技能: Unsupervised Learning, Machine Learning Algorithms, Interactive Data Visualization, Applied Machine Learning, Machine Learning, Data Mining, Scikit Learn (Machine Learning Library), Statistical Methods, Algorithms, NumPy, Python Programming, Development Environment
中级 · 课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: Statistical Hypothesis Testing, Descriptive Statistics, Statistical Visualization, Data Transformation, Data Cleansing, Statistical Analysis, Regression Analysis, Probability, Probability Distribution, Sampling (Statistics), Box Plots, Histogram, R Programming, Statistical Methods, Scatter Plots, Microsoft Excel, Probability & Statistics, Statistics, Data Import/Export, Data Analysis
初级 · 专项课程 · 3-6 个月

University of Michigan
您将获得的技能: Unsupervised Learning, Data Mining, Social Network Analysis, ChatGPT, Embeddings, Bayesian Network, Machine Learning Methods, Data Science, Supervised Learning, Generative AI, Machine Learning, Anomaly Detection, Data Preprocessing, Data Analysis, Recurrent Neural Networks (RNNs), Data Manipulation, Python Programming, Exploratory Data Analysis, Machine Learning Algorithms, Classification Algorithms
高级设置 · 专项课程 · 3-6 个月

IBM
您将获得的技能: 数据清理, 数据展示, 数据集市, 大数据, 数据科学, Microsoft Excel, 数据分析, Apache Hive, 数据可视化, Apache Hadoop, 数据故事, 数据整理, 数据收集, 统计分析, 数据仓库, 分析, 数据湖, Apache Spark
初级 · 课程 · 1-3 个月

您将获得的技能: Model Deployment, Apache Spark, Time Series Analysis and Forecasting, MLOps (Machine Learning Operations), Big Data, Feature Engineering, Distributed Computing, Forecasting, Anomaly Detection, Generative AI, Real Time Data, Predictive Modeling, Exploratory Data Analysis, Data Pipelines, Model Evaluation, Data Cleansing, Data Transformation, Statistical Modeling
中级 · 课程 · 1-3 个月

您将获得的技能: Pandas (Python Package), Pivot Tables And Charts, Data Manipulation, Data Import/Export, NumPy, Time Series Analysis and Forecasting, Business Reporting, Jupyter, Data Wrangling, Microsoft Excel, Data Transformation, Matplotlib, Data Analysis, Data Cleansing, Data Preprocessing, Analytics, Data Processing, Business Analytics, Python Programming, Data Analysis Software
初级 · 专项课程 · 1-3 个月
Duke University
您将获得的技能: 数据分析, 数据分析软件, 探索性数据分析, 统计推理, 概率分布, 回归分析, 同行评审, 数据可视化, R(软件), 统计分析, 统计方法, 概率与统计, 贝叶斯统计, 抽样(统计), 统计假设检验, R 程序设计, 统计报告, 统计建模, 统计资料, 概率
初级 · 专项课程 · 3-6 个月

您将获得的技能: NumPy, Pandas (Python Package), Model Evaluation, Jupyter, Data Analysis, Applied Machine Learning, Analytical Skills, Data Manipulation, Matplotlib, Business Analytics, Exploratory Data Analysis, Data Visualization Software, Python Programming, Descriptive Statistics, Linear Algebra
初级 · 课程 · 1-3 个月

您将获得的技能: Classification And Regression Tree (CART), Data-Driven Decision-Making, Minitab, Regression Analysis, Descriptive Statistics, Statistical Hypothesis Testing, Case Studies, Business Analytics, Decision Tree Learning, Predictive Analytics, Estimation, Statistical Visualization, Probability & Statistics, Microsoft Excel, Statistical Analysis, Data Visualization Software, Predictive Modeling, Data Analysis, Statistics, Analytical Skills
初级 · 专项课程 · 1-3 个月

您将获得的技能: Data Visualization, Dashboard, Pivot Tables And Charts, Microsoft Excel, Business Reporting, Excel Formulas, Case Studies, Business Intelligence, Performance Analysis, Business Analytics, Variance Analysis, Trend Analysis, Data Manipulation, Human Resources Information System (HRIS), Budgeting, Data Analysis, Project Documentation, Issue Tracking, Data Presentation, Data Validation
初级 · 专项课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: Unsupervised Learning, Regression Analysis, Classification Algorithms, Dimensionality Reduction, Data Analysis, Anomaly Detection, Supervised Learning, Model Evaluation, Statistical Analysis, Analytics, Logistic Regression, Data Preprocessing, Predictive Modeling, Statistical Modeling, Machine Learning Methods, Decision Tree Learning, Data Mining, Exploratory Data Analysis, Machine Learning, Feature Engineering
中级 · 专项课程 · 3-6 个月

American Psychological Association
您将获得的技能: Regression Analysis, Correlation Analysis, Statistical Software, Data Visualization, Statistical Analysis, Statistical Methods, Descriptive Statistics, Histogram, Data Analysis, Box Plots, Exploratory Data Analysis, Graphing, Data Visualization Software, Data Literacy, Probability & Statistics, Quantitative Research, Variance Analysis, Statistical Visualization, Statistics, Social Sciences
初级 · 专项课程 · 3-6 个月