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。

Illinois Tech
您将获得的技能: Statistical Analysis, Time Series Analysis and Forecasting, Data Analysis, Model Evaluation, Data Visualization, Exploratory Data Analysis, Statistical Programming, Statistical Machine Learning, Statistical Modeling, Data Cleansing, Analytics, Regression Analysis, R Programming, Statistical Software, Forecasting, Data Preprocessing, Bayesian Statistics, Supervised Learning, Statistical Inference, Machine Learning
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中级 · 专项课程 · 3-6 个月

您将获得的技能: Feature Engineering, Model Evaluation, Advanced Analytics, Statistical Machine Learning, Unsupervised Learning, Machine Learning, Data Ethics, Supervised Learning, Decision Tree Learning, Random Forest Algorithm, Classification Algorithms, Python Programming, Performance Tuning
高级设置 · 课程 · 1-3 个月
University of Illinois Urbana-Champaign
您将获得的技能: 时间序列分析和预测, 探索性数据分析, 模型评估, Pandas(Python 软件包), SQL, 机器学习, Scikit-learn (机器学习库), Matplotlib, 预测建模, 文本挖掘, Python 程序设计, 数据展示, 数据扫盲, 数据可视化软件, Tableau 软件, 机器学习算法, 数据可视化, 数据预处理, 无监督学习, Seaborn
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中级 · 专项课程 · 3-6 个月

Illinois Tech
您将获得的技能: Database Design, Relational Databases, Database Systems, Database Management, NoSQL, Databases, Database Development, SQL, Big Data, Model Evaluation, Apache Hadoop, Database Management Systems, MySQL, Statistical Analysis, Data Visualization, Database Theory, Data Analysis, Exploratory Data Analysis, Transaction Processing, Data Preprocessing
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中级 · 专项课程 · 3-6 个月

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

DeepLearning.AI
您将获得的技能: Data Storytelling, Web Scraping, Google Sheets, Data Visualization, Data Presentation, Spreadsheet Software, Large Language Modeling, Tableau Software, Data Literacy, Dashboard, LinkedIn, Pandas (Python Package), Time Series Analysis and Forecasting, Probability & Statistics, Extract, Transform, Load, Statistical Analysis, Statistics, Data Manipulation, Data Analysis, Descriptive Statistics
初级 · 专业证书 · 3-6 个月

Università di Napoli Federico II
您将获得的技能: Unsupervised Learning, Supervised Learning, R Programming, R (Software), Artificial Neural Networks, Transfer Learning, Machine Learning, Exploratory Data Analysis, Tidyverse (R Package), Deep Learning, Predictive Modeling, Ggplot2, Regression Analysis, Dimensionality Reduction, Data Analysis, Data Wrangling, Data Modeling
中级 · 课程 · 1-4 周

Northeastern University
您将获得的技能: Data Mining, Exploratory Data Analysis, Model Evaluation, Dimensionality Reduction, Data Preprocessing, Data Cleansing, Data Transformation, Data-Driven Decision-Making, Predictive Analytics, Forecasting, Big Data, Data Analysis, Applied Machine Learning, Statistical Analysis, Classification Algorithms, Data Visualization Software, Unsupervised Learning, Regression Analysis
中级 · 课程 · 1-4 周

Illinois Tech
您将获得的技能: Model Evaluation, Statistical Analysis, Bayesian Statistics, Data Visualization, Statistical Inference, Exploratory Data Analysis, Data Cleansing, Regression Analysis, Analytics, Data Analysis, Logistic Regression, Machine Learning, R Programming, Data Preprocessing, Statistical Modeling, Data Validation, R (Software), Data Mining, Statistical Programming, Predictive Modeling
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中级 · 专项课程 · 3-6 个月
University of Michigan
您将获得的技能: 数据操作, Pandas(Python 软件包), 自然语言处理, Scikit-learn (机器学习库), 文本挖掘, 分类算法, Python 程序设计, 功能工程, 无监督学习, 数据预处理, 监督学习
中级 · 课程 · 1-4 周

Johns Hopkins University
您将获得的技能: 回归分析, 模型评估, 探索性数据分析, 预测建模, 机器学习, R 语言程序设计(中文版), 监督学习, 分类算法, 数据整理, 预测分析, 统计机器学习, 随机森林算法, 数据预处理, 机器学习算法, 应用机器学习, 功能工程
混合 · 课程 · 1-4 周

University of Illinois Urbana-Champaign
您将获得的技能: 统计分析, 概率与统计, 自然语言处理, 逻辑回归, 统计方法, 分类算法, 文本挖掘, 预测分析, 无监督学习, 非结构化数据, 数据挖掘, 数据分析, 分析
混合 · 课程 · 1-3 个月