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。
Duke University
您将获得的技能: 贝叶斯统计, 数据分析, 代数, 数据科学, 描述性统计, 制图, 概率, 微积分, 算术
初级 · 课程 · 1-4 周

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: Rmarkdown, Plot (Graphics), Box Plots, Descriptive Statistics, Scatter Plots, Histogram, Jupyter, Matplotlib, Data Presentation, Ggplot2, Statistical Visualization, Data Manipulation, R (Software), Statistical Hypothesis Testing, Regression Analysis, Correlation Analysis, Data Visualization, Data Analysis, R Programming, Python Programming
初级 · 专项课程 · 3-6 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
攻读学位
中级 · 专项课程 · 3-6 个月

University of Michigan
您将获得的技能: Unsupervised Learning, Anomaly Detection, Supervised Learning, Python Programming, Exploratory Data Analysis
高级设置 · 课程 · 1-4 周

您将获得的技能: 统计方法, Matplotlib, 统计分析, 数据分析, 概率与统计, 数据科学, 统计假设检验, 回归分析, Pandas(Python 软件包), 相关性分析, 描述性统计, 科学可视化, 概率分布, Jupyter, 数据可视化, 概率, 统计, 探索性数据分析
混合 · 课程 · 1-3 个月

University of California San Diego
您将获得的技能: JSON, Matplotlib, 数据操作, 数据清理, 数据科学, Pandas(Python 软件包), 数据导入/导出, NumPy, Python 程序设计, 数据可视化软件, 交互式数据可视化, Jupyter, 网页抓取, 数据可视化, 数据处理
中级 · 课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: Descriptive Statistics, Statistical Visualization, Data Transformation, Data Cleansing, Probability, Box Plots, Histogram, Probability Distribution, Probability & Statistics, Scatter Plots, Statistics, Microsoft Excel, Excel Formulas, Data Analysis
初级 · 课程 · 1-3 个月

您将获得的技能: AWS SageMaker, Unsupervised Learning, Feature Engineering, Time Series Analysis and Forecasting, Amazon Web Services, Applied Machine Learning, Advanced Analytics, Machine Learning Methods, Cloud Development, Amazon S3, Artificial Intelligence and Machine Learning (AI/ML), Cloud Computing, Machine Learning, Statistical Analysis, Forecasting, MLOps (Machine Learning Operations), Predictive Analytics, Supervised Learning, Dimensionality Reduction, Regression Analysis
初级 · 课程 · 1-3 个月

University of California, Irvine
您将获得的技能: 商业智能, 商业分析, 数据分析, 数据战略, 数据科学, 小数据, 分析, 预测分析, 数据伦理, 大数据, 分析技能, 描述性分析, 数据挖掘, 数据处理
中级 · 课程 · 1-4 周

您将获得的技能: AWS SageMaker, Exploratory Data Analysis, Feature Engineering, Dashboard, Interactive Data Visualization, Data Presentation, Data Visualization, Data Pipelines, Project Documentation, Solution Delivery, Data Storytelling, Amazon Web Services, Data Analysis, Data Integration, Technical Documentation, Business Intelligence, Cloud Infrastructure, Technical Communication, Automation, Project Management
初级 · 课程 · 1-3 个月

University of California, Davis
您将获得的技能: Data Governance, SQL, Data Quality, Data Manipulation, Database Design, Data Transformation, Query Languages, Data Modeling, Databases, Relational Databases, Data Analysis, Descriptive Statistics
初级 · 课程 · 1-4 周