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: 概率与统计, 机器学习算法, 非结构化数据, 文本挖掘, 分析, 统计分析, 数据分析, 统计方法, 自然语言处理, 监督学习, 数据挖掘, 无监督学习
混合 · 课程 · 1-3 个月
Duke University
您将获得的技能: 商业分析, 预测建模, 数据驱动的决策制定, 商业风险管理, 微软Excel, 预测分析, 数据分析
初级 · 课程 · 1-3 个月

Illinois Tech
您将获得的技能: Database Design, Relational Databases, Database Application, Database Systems, Database Management, NoSQL, Databases, Machine Learning Algorithms, SQL, Big Data, Apache Hadoop, Database Management Systems, MySQL, Statistical Analysis, Data Visualization, Database Theory, Data Analysis, Exploratory Data Analysis, Transaction Processing, Apache Spark
攻读学位
中级 · 专项课程 · 3-6 个月

您将获得的技能: Data Ethics, Data Analysis, Data Literacy, Data Security, Google Sheets, Databases, Data Storage, Data Quality, Data Management, Data Collection, SQL, Data Import/Export, Metadata Management, Unstructured Data
初级 · 课程 · 1-3 个月

Illinois Tech
您将获得的技能: Machine Learning Algorithms, Statistical Analysis, Data Visualization, Data Analysis, Exploratory Data Analysis, Data Cleansing, Analytics, Machine Learning, Data Science, Regression Analysis, Data Manipulation, Data Mining, Statistical Modeling, Python Programming, Feature Engineering, Scikit Learn (Machine Learning Library), Classification And Regression Tree (CART), Decision Tree Learning
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中级 · 课程 · 1-3 个月

Illinois Tech
您将获得的技能: NoSQL, Machine Learning Algorithms, Big Data, Apache Hadoop, Deep Learning, Statistical Analysis, Data Visualization, Data Analysis, Exploratory Data Analysis, Apache Spark, Generative AI, Data Infrastructure, Data Cleansing, Real Time Data, Apache Kafka, Data Management, Image Analysis, Artificial Neural Networks, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning
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中级 · 专项课程 · 3-6 个月

Illinois Tech
您将获得的技能: Statistical Analysis, Time Series Analysis and Forecasting, Data Analysis, Machine Learning Algorithms, Data Visualization, Exploratory Data Analysis, Statistical Programming, Statistical Methods, Statistical Machine Learning, Data Cleansing, Analytics, Regression Analysis, R (Software), Statistical Software, Forecasting, Data Science, Statistical Modeling, Supervised Learning, Statistical Inference, Machine Learning
攻读学位
中级 · 专项课程 · 3-6 个月

您将获得的技能: Generative AI, Anomaly Detection, Predictive Modeling, Text Mining, Predictive Analytics, Advanced Analytics, Data Cleansing, Natural Language Processing, Unstructured Data, Data Analysis, Forecasting, Statistical Analysis, Data Quality, Time Series Analysis and Forecasting, Exploratory Data Analysis
中级 · 课程 · 1-3 个月

Alberta Machine Intelligence Institute
您将获得的技能: 分类与回归树 (CART), 数据处理, 机器学习算法, 机器学习, 回归分析, 业务解决方案, Python 程序设计, 功能工程, 性能指标, Scikit-learn (机器学习库), Jupyter, 应用机器学习, 监督学习, 性能分析
混合 · 课程 · 1-4 周

Johns Hopkins University
您将获得的技能: 分类与回归树 (CART), 机器学习算法, 数据处理, 数据收集, 机器学习, 预测建模, 随机森林算法, 回归分析, 应用机器学习, R 语言程序设计(中文版), 监督学习, 功能工程, 决策树学习, 统计机器学习
混合 · 课程 · 1-4 周

DeepLearning.AI
您将获得的技能: Pandas (Python Package), Data Visualization, Time Series Analysis and Forecasting, Matplotlib, Data Visualization Software, Statistical Inference, Statistical Analysis, Seaborn, Descriptive Statistics, Probability & Statistics, NumPy, Data Manipulation, Programming Principles, Jupyter, Python Programming, Regression Analysis, Forecasting
初级 · 课程 · 1-3 个月

Northeastern University
您将获得的技能: Data Mining, Health Informatics, Big Data, Applied Machine Learning, Predictive Modeling, Machine Learning, Artificial Intelligence, Random Forest Algorithm, Clinical Practices, Responsible AI, Deep Learning, Health Care, Unsupervised Learning, Algorithms, Data Cleansing, Artificial Neural Networks
初级 · 课程 · 1-4 周