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。

University of London
您将获得的技能: Pandas (Python Package), NumPy, Probability & Statistics, Unsupervised Learning, Data Science, Statistics, Data Analysis, Statistical Analysis, Jupyter, Machine Learning Algorithms, Data Manipulation, Descriptive Statistics, Matplotlib, Data Visualization Software, Python Programming
初级 · 课程 · 1-4 周

Johns Hopkins University
您将获得的技能: Apache Hadoop, Apache Hive, Big Data, Apache Spark, NoSQL, Data Management, Data Processing, SQL, Query Languages, Data Manipulation, Scripting Languages, Data Transformation
中级 · 课程 · 1-3 个月

O.P. Jindal Global University
您将获得的技能: Sampling (Statistics), Statistical Analysis, Probability Distribution, Statistical Hypothesis Testing, Descriptive Statistics, Statistical Methods, Correlation Analysis, Regression Analysis, R (Software), R Programming, Statistical Modeling, Statistical Inference, Probability, Big Data, Decision Tree Learning
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混合 · 课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: Unsupervised Learning, Anomaly Detection, Machine Learning Methods, Data Mining, Applied Machine Learning, Feature Engineering, Exploratory Data Analysis, Data Analysis, Machine Learning Algorithms, Algorithms
中级 · 课程 · 1-3 个月

University of Pennsylvania
您将获得的技能: Matplotlib, 数据可视化软件, 数据转换, 数据分析, 数据科学, Python 程序设计, 散点图, 数据结构, 数据导入/导出, 脚本语言, 编程原则, 透视表和图表, Jupyter, 数据操作, Pandas(Python 软件包), NumPy, 数据可视化, 柱状图, 数据清理, Data Validation
初级 · 课程 · 1-4 周

您将获得的技能: Root Cause Analysis, Correlation Analysis, Regression Analysis, Data Collection, Descriptive Statistics, Statistical Hypothesis Testing, Statistical Analysis, Process Analysis, Six Sigma Methodology, Lean Six Sigma, Data Analysis, Process Improvement, Statistical Inference, Pareto Chart
初级 · 课程 · 1-4 周

DeepLearning.AI
您将获得的技能: Probability & Statistics, Statistical Analysis, Statistics, Data Visualization, Statistical Hypothesis Testing, Descriptive Statistics, Data Analysis, Statistical Methods, Probability Distribution, Correlation Analysis, Statistical Inference, Sampling (Statistics), Large Language Modeling, LLM Application
初级 · 课程 · 1-4 周

University of Colorado Boulder
您将获得的技能: Dimensionality Reduction, Data Analysis, Supervised Learning, Anomaly Detection, Machine Learning, Machine Learning Algorithms, Statistical Analysis, Unsupervised Learning, Data Mining, Analytics, Predictive Modeling, Regression Analysis, Scikit Learn (Machine Learning Library), Classification And Regression Tree (CART), Exploratory Data Analysis, Project Planning
中级 · 课程 · 1-3 个月

Coursera
您将获得的技能: PySpark, Matplotlib, Apache Spark, Big Data, Data Processing, Distributed Computing, Data Management, Data Visualization, Data Analysis, Data Manipulation, Data Cleansing, Query Languages, Python Programming
中级 · 指导项目 · 不超过 2 小时

University of Colorado Boulder
您将获得的技能: Network Analysis, Social Network Analysis, Marketing Analytics, Unstructured Data, Semantic Web, Statistical Methods, Text Mining, Data Structures, JSON, Natural Language Processing, Data Visualization Software, Visualization (Computer Graphics), Python Programming
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中级 · 课程 · 1-4 周

Coursera
您将获得的技能: Pandas (Python Package), Data Analysis, Data-Driven Decision-Making, Data Manipulation, Data Visualization, Business Analytics, Data Transformation, Statistics, Data Visualization Software, Statistical Analysis, Trend Analysis, Data Cleansing, Time Series Analysis and Forecasting, Data Import/Export, Python Programming
初级 · 课程 · 1-4 周

您将获得的技能: Unsupervised Learning, Applied Machine Learning, Plotly, Data Visualization, Machine Learning, Social Sciences, Socioeconomics, Machine Learning Algorithms, Scatter Plots, Scikit Learn (Machine Learning Library), Exploratory Data Analysis, Data Analysis, Python Programming
初级 · 指导项目 · 不超过 2 小时