数据挖掘课程可以帮助您学习数据预处理、模式识别和预测建模技术。您可以掌握 Cluster、Classification 和 Anomaly Detection 等技能,从而支持从大型数据集中提取有意义的见解。许多课程都会介绍 Python、R 和 SQL 等工具,以及 RapidMiner 和 Weka 等软件,帮助您在实际数据分析项目中应用这些技能。

University of Illinois Urbana-Champaign
您将获得的技能: 无监督学习, 机器学习算法, 算法, 模型评估, 统计方法, 应用机器学习, 数据可视化, 数据挖掘, 数据结构
混合 · 课程 · 1-3 个月

您将获得的技能: Extract, Transform, Load, Data Validation, Data Transformation, Applied Machine Learning, Object-Relational Mapping, Data Wrangling, Data Cleansing, Data Manipulation, Data Integration, Web Scraping, Data Quality, Data Pipelines, Pandas (Python Package), Descriptive Statistics, Data Modeling, Data Science, Python Programming, Scikit Learn (Machine Learning Library), Extensible Markup Language (XML), Data Analysis
初级 · 专项课程 · 1-4 周

您将获得的技能: Apache Spark, MLOps (Machine Learning Operations), Large Language Modeling, Keras (Neural Network Library)
中级 · 课程 · 1-3 个月

Eindhoven University of Technology
您将获得的技能: 验证和确认, 业务流程管理, 数据科学, 数据处理, 工艺优化, 数据驱动决策, 模型评估, 实时数据, 性能分析, 数据挖掘, 业务流程, 过程分析, 运行分析, 业务流程建模, 流程改进
中级 · 课程 · 1-3 个月

您将获得的技能: Business Intelligence, Excel Macros, Pandas (Python Package), Prompt Engineering, Forecasting, Data Storytelling, Time Series Analysis and Forecasting, Regression Analysis, Data Quality, Responsible AI, ChatGPT, Microsoft Excel, Data Analysis, Report Writing, Interactive Data Visualization, Data Modeling, Generative AI, Data Visualization, Exploratory Data Analysis, Statistical Analysis
中级 · 专项课程 · 3-6 个月

Clemson University
您将获得的技能: Dimensionality Reduction, Model Evaluation, Data Cleansing, Matplotlib, Regression Analysis, Unsupervised Learning, Data Science, Statistical Analysis, Anomaly Detection, Data Preprocessing, Statistical Methods, Data Analysis, Data Visualization Software, Pandas (Python Package), Exploratory Data Analysis, Machine Learning
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中级 · 课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: 数据预处理, 模型评估, 探索性数据分析, 大数据, 技术写作, 数据分析, 分析技能, 技术交流, 应用机器学习, 构思, 数据管道, 数据挖掘
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中级 · 课程 · 1-4 周

您将获得的技能: Data Visualization, Data Ethics, Data Literacy, Data Analysis, Tableau Software, Data Integrity, Statistical Methods, Stakeholder Communications, Responsible AI, Small Data, Decision Making, Stakeholder Analysis, Key Performance Indicators (KPIs), Big Data, Sampling (Statistics), Data Sharing, Spreadsheet Software, Verbal Communication Skills, Solution Design, Root Cause Analysis
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: Fraud detection, Anomaly Detection, R Programming, Credit Risk, Applied Machine Learning, Analytical Skills, Machine Learning Methods, Threat Detection, Unsupervised Learning, Risk Analysis, Advanced Analytics, Analytics, Predictive Analytics, Data-Driven Decision-Making, Supervised Learning, Big Data
初级 · 课程 · 1-4 周

Corporate Finance Institute
您将获得的技能: Classification Algorithms, Data Preprocessing, Feature Engineering, Model Evaluation, Data Import/Export, Matplotlib, Data Science, Regression Analysis, Financial Data, Data Analysis, Exploratory Data Analysis, Business Analytics, Data Cleansing, Pandas (Python Package), Machine Learning Algorithms, Statistical Visualization, Financial Analysis, Statistical Modeling, Statistical Analysis, Predictive Analytics
高级设置 · 专项课程 · 3-6 个月

John Wiley & Sons
您将获得的技能: Statistics, Probability & Statistics, Data Analysis, Data Literacy, Data Collection, Unsupervised Learning, Text Mining, Business Analytics, Statistical Inference, Probability, Exploratory Data Analysis, Predictive Modeling, Data-Driven Decision-Making, Data Science, Deep Learning, Machine Learning, Machine Learning Methods, Data Visualization, Business Communication, Communication
中级 · 课程 · 3-6 个月