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

您将获得的技能: Data Visualization, Regression Analysis, Data Storytelling, Advanced Analytics, Statistical Analysis, Data Analysis, Business Analysis, Project Design, Python Programming, Machine Learning Methods, Artificial Intelligence, Machine Learning, Portfolio Management, Project Documentation
高级设置 · 课程 · 1-4 周

您将获得的技能: Predictive Modeling, Statistical Modeling, Predictive Analytics, Regression Analysis, Scikit Learn (Machine Learning Library), Probability & Statistics, Statistical Inference, Business Analytics, Data Analysis, Statistical Analysis, Probability Distribution, Estimation, Supervised Learning, Machine Learning, Performance Metric
初级 · 课程 · 1-4 周

您将获得的技能: Box Plots, Data Science, Histogram, Statistical Analysis, Statistical Methods, Probability & Statistics, Data Analysis, Data Visualization Software, Applied Machine Learning, Data Cleansing, Scatter Plots, Matplotlib, Scripting, Python Programming, NumPy, Machine Learning Algorithms, Data Manipulation, Statistical Inference, Programming Principles, Regression Analysis
混合 · 课程 · 1-4 周

MathWorks
您将获得的技能: 数据叙事, 数据操作, 数据处理, 预测建模, 探索性数据分析, 数据科学, 数据导入/导出, Matlab, 机器学习, 功能工程, 数据清理, 数据分析, 技术交流, 数据可视化, 应用机器学习, 统计报告
中级 · 课程 · 1-4 周

University of Michigan
您将获得的技能: ChatGPT, Machine Learning Methods, Data Mining, Python Programming, Machine Learning Algorithms, Supervised Learning, Data Manipulation
高级设置 · 课程 · 1-4 周

University of Colorado System
您将获得的技能: 时间序列分析和预测, 数据科学, 临床信息学, 电子病历, 数据质量, 数据建模, 临床数据管理, 数据分析, 健康信息学, 统计建模
中级 · 课程 · 1-4 周

您将获得的技能: Extract, Transform, Load, Data Transformation, Data Integration, Web Scraping, Data Pipelines, JSON, Object Oriented Programming (OOP), Extensible Markup Language (XML), Data Modeling, Application Programming Interface (API), Relational Databases
初级 · 课程 · 1-4 周

您将获得的技能: A/B Testing, Sampling (Statistics), Statistical Inference, Estimation, Statistical Analysis, Analytics, Probability & Statistics, Data Analysis, Correlation Analysis, Descriptive Statistics
初级 · 课程 · 1-4 周

您将获得的技能: Applied Machine Learning, Data Science, Python Programming, Scikit Learn (Machine Learning Library), NumPy, Computational Thinking, Machine Learning Algorithms, Pandas (Python Package), Machine Learning, Data Analysis, Exploratory Data Analysis, Programming Principles, Data Manipulation
初级 · 课程 · 1-4 周

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