应用数据科学课程可以帮助您学习数据分析、统计建模、机器学习和数据可视化技术。您可以掌握数据 Cleaning、探索性数据分析和预测性解析方面的技能,从而从复杂的数据集中获得洞察力。许多课程都会介绍 Python、R 和 SQL 等工具,以及 Pandas 和 Scikit-learn 等库,支持在实际应用中实施数据驱动的解决方案和自动化流程。
University of Michigan
您将获得的技能: 功能工程, 机器学习, 预测建模, Scikit Learn(机器学习库), 分类算法, 监督学习, 模型评估, 决策树学习, 无监督学习, 随机森林算法, 回归分析, Python 编程, Model Evaluation, 人工神经网络, 应用机器学习
中级 · 课程 · 1-4 周

University of Colorado System
您将获得的技能: Marketing Analytics, Classification And Regression Tree (CART), Probability & Statistics, AI Personalization, Statistical Software, Statistical Methods, Regression Analysis, Model Evaluation, Data-Driven Decision-Making, Data Ethics, Unsupervised Learning, Statistical Modeling, Data Visualization, Customer Analysis, Statistical Analysis, Predictive Analytics, Anomaly Detection, Advanced Analytics, Bayesian Network, Machine Learning
中级 · 专项课程 · 3-6 个月

MathWorks
您将获得的技能: 机器学习, 数据建模, 探索性数据分析, 数据科学, 数据故事, 模型评估, 数据处理, 数据预处理, 数据展示, Matlab, 功能工程, 数据操作, 数据分析, 应用机器学习, 数据导入/导出, Model Evaluation, 技术交流, 数据清理
中级 · 课程 · 1-4 周

Edureka
您将获得的技能: Power BI, Data Visualization, Data Analysis Expressions (DAX), Matplotlib, Plotly, Data Analysis, Exploratory Data Analysis, Seaborn, SQL, Pandas (Python Package), Probability & Statistics, Regression Analysis, Machine Learning, Statistical Hypothesis Testing, Python Programming, Data Transformation, Feature Engineering, Data Integration, NumPy, Web Scraping
中级 · 专项课程 · 3-6 个月

University of London
您将获得的技能: Data Literacy, Unsupervised Learning, Data Science, Applied Machine Learning, Data Analysis, Machine Learning, Big Data
初级 · 课程 · 1-4 周

University of California, Irvine
您将获得的技能: 数据伦理, 决策树学习, 预测分析, 商业分析, 预测建模, 社交媒体, 监督学习, 自然语言处理, 统计分析, 模型评估, 数据挖掘, 云计算, 数据科学, 无监督学习, 回归分析, 文本挖掘, 异常检测, Model Evaluation, 分析, 分析技能, 数据战略
初级 · 专项课程 · 3-6 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: Excel Macros, Data Validation, Scatter Plots, Pivot Tables And Charts, Microsoft Excel, Data Visualization, Regression Analysis, Excel Formulas, Histogram, Data Analysis, Data Integrity, Descriptive Statistics, Data Visualization Software, Spreadsheet Software, Analytics, Statistical Analysis, Data Analysis Expressions (DAX), Statistical Methods, Descriptive Analytics, Automation
初级 · 专项课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: Process Capability, Sampling (Statistics), R (Software), Correlation Analysis, Statistical Inference, Probability Distribution, Statistical Visualization, R Programming, Statistical Process Controls, Statistical Hypothesis Testing, Statistical Methods, Data Science, Statistics, Data Analysis, Statistical Analysis, Data Analysis Software, Probability, Descriptive Statistics, Quality Improvement, Process Engineering
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中级 · 专项课程 · 3-6 个月

Duke University
您将获得的技能: Data Visualization Software, PySpark, Data Visualization, Data Storytelling, Statistical Visualization, Site Reliability Engineering, Docker (Software), Databricks, Containerization, Interactive Data Visualization, Plot (Graphics), Plotly, Data Pipelines, Matplotlib, Kubernetes, Apache Spark, Apache Hadoop, Big Data, Data Science, Python Programming
中级 · 专项课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: A/B 测试, 统计推理, 概率与统计, 数据伦理, 机器学习, 数据建模, 定量研究, 统计假设检验, 数学建模, 统计分析, 统计建模, 模型评估, R 程序设计, 预测建模, 数据科学, 实验, 数据分析, 回归分析, 研究设计, 统计方法, Model Evaluation
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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, NoSQL, Database Management, Database Development, SQL, Big Data, Model Evaluation, Apache Hadoop, MySQL, Statistical Analysis, Data Visualization, Database Theory, Data Analysis, Exploratory Data Analysis, Transaction Processing, Apache Spark, Stored Procedure, Data Modeling, Data Preprocessing
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中级 · 专项课程 · 3-6 个月