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 California, Davis
您将获得的技能: 数据科学, 统计分析, 探索性数据分析, 提案制定, 同行评审, 数据建模, SQL, 描述性统计, 性能指标, 商业分析, 目标受众, 数据分析, 数据叙事, 演讲, 文本挖掘, 数据操作
中级 · 课程 · 1-4 周

您将获得的技能: Plotly, Interactive Data Visualization, Data Visualization Software, Scatter Plots, Ggplot2, Data Analysis, Python Programming, Data Science, Machine Learning
中级 · 指导项目 · 不超过 2 小时

DeepLearning.AI
您将获得的技能: 大型语言模型, 检索-增强生成, Prompt Engineering, 数据处理, 文件管理, LLM 申请, 矢量数据库, 嵌入, LangChain, 数据导入/导出, ChatGPT
初级 · 项目 · 不超过 2 小时

University of Colorado Boulder
您将获得的技能: Python 程序设计, 数据科学, 软件包和软件管理, NumPy, Matplotlib, 绘图(图形), Pandas(Python 软件包), 数据导入/导出, Seaborn, 柱状图, 数据操作, 数据可视化软件, 数据可视化
中级 · 课程 · 1-4 周

您将获得的技能: Prompt Engineering, Data Storytelling, Data Presentation, Dashboard, Interactive Data Visualization, Generative AI, Data Ethics, Responsible AI, Infographics, Data Visualization, Anomaly Detection, Excel Formulas, Predictive Modeling, Data Visualization Software, Microsoft Copilot, Business Reporting, Risk Analysis, Text Mining, Predictive Analytics, Automation
中级 · 专业证书 · 3-6 个月

Coursera
您将获得的技能: Prompt Engineering, ChatGPT, Data Validation, LLM Application, AI Product Strategy, Data Analysis, Applied Machine Learning, OpenAI, Data-Driven Decision-Making, Analytical Skills, Exploratory Data Analysis, Natural Language Processing
中级 · 课程 · 1-4 周

University of Colorado Boulder
您将获得的技能: 数据科学, 统计, 抽样(统计), 统计方法, 统计分析, 统计推理, 概率, 数据分析, 描述性统计, R 语言程序设计(中文版), 统计假设检验, 柱状图, R(软件), 概率分布, 数据操作
攻读学位
初级 · 课程 · 1-3 个月

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

您将获得的技能: Big Data, Data Processing, Data Analysis, Analytics, Data Lakes, Data Warehousing, Apache Spark, Data Storage Technologies, Apache Hadoop, Real Time Data, Distributed Computing
初级 · 课程 · 1-4 周
University of Michigan
您将获得的技能: R (Software), Model Evaluation, Statistical Modeling, Data Visualization, Data Wrangling, Data Manipulation, Correlation Analysis, Histogram, Data Analysis, Statistical Analysis, Biostatistics, Statistics, Scripting, Statistical Hypothesis Testing, Package and Software Management, Data Import/Export
初级 · 专项课程 · 1-3 个月

University of Pittsburgh
您将获得的技能: Data Storytelling, Interactive Data Visualization, Data Visualization Software, Data Presentation, Data Visualization, Tableau Software, Matplotlib, Geospatial Information and Technology, Spatial Analysis, Geospatial Mapping, Visualization (Computer Graphics), Seaborn, Infographics, Heat Maps, Data Ethics, Text Mining, Data Mapping, Network Analysis
攻读学位
中级 · 课程 · 1-3 个月

您将获得的技能: Apache Hive, Apache Mahout, NoSQL, Apache Hadoop, Extract, Transform, Load, Big Data, Data Warehousing, Data Pipelines, Cloud Management, Application Deployment, Databases, Performance Tuning, Data Architecture, Data Processing, File Systems, Real Time Data, Query Languages, Data Transformation, Scalability, Distributed Computing
初级 · 专项课程 · 3-6 个月