Data Lake 课程可以帮助您学习数据摄取、存储管理、数据处理和解析技术。您可以掌握数据治理、模式设计和优化查询性能方面的技能。许多课程会介绍 Apache Hadoop、Amazon S3 和 Apache Spark 等工具,演示这些技术如何支持高效的数据处理和分析。您还将探索数据架构、ETL 流程和数据安全等关键主题,掌握有效管理大型数据集的实用知识。

University of Colorado Boulder
您将获得的技能: Pandas (Python Package), Data Wrangling, NumPy, Data Visualization, Data Cleansing, Data Structures, Data Analysis, Data Manipulation, Data Preprocessing, Data Transformation, Exploratory Data Analysis, Statistical Analysis, Jupyter, Programming Principles, Python Programming, Scripting
初级 · 课程 · 1-3 个月

Nanjing University
您将获得的技能: Data Processing, Data Mining, Data Structures, Data Presentation, Object Oriented Programming (OOP), Web Scraping, Data Analysis, Python Programming, Pandas (Python Package), NumPy, Data Visualization, Data Manipulation, Matplotlib, User Interface (UI) Design
初级 · 课程 · 1-3 个月

您将获得的技能: JSON, Data Structures, Javascript, Application Programming Interface (API), Computer Programming, Object Oriented Programming (OOP), Debugging
中级 · 课程 · 1-4 周
您将获得的技能: Data Cleansing, Snowflake Schema, Data Quality, Data Transformation, Data Validation, Data Manipulation, Data Analysis, SQL, Big Data
中级 · 指导项目 · 不超过 2 小时

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, SQL, Performance Tuning, Data Processing, File Systems, Real Time Data, Query Languages, Database Management, Data Transformation, Scalability
初级 · 专项课程 · 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

您将获得的技能: Data Storytelling, Plotly, Data Presentation, Matplotlib, Interactive Data Visualization, Seaborn, Data Visualization, Data Visualization Software, Statistical Visualization, Scatter Plots
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: Apache Hadoop, Apache Hive, Big Data, Database Design, Extensible Markup Language (XML), Databases, JSON, Data Processing, Data Warehousing, Distributed Computing, Data Analysis, Scalability, Case Studies, Analytics, Data Pipelines, Query Languages, Social Media, Data Cleansing, Data Integration, Social Media Content
中级 · 专项课程 · 3-6 个月
University of Michigan
您将获得的技能: 数据处理, 数据分析, 道德标准与行为, Pandas(Python 软件包), 预测, 预测建模, 分析, 逻辑回归, 统计建模, 模型评估, 概率, Python 程序设计, 回归分析
中级 · 课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: 数据驱动的决策制定, 数据科学, 数据分析, 数据叙事, 数据展示, 计算机科学, 数据伦理, 技术交流, 应用数学, 统计, 探索性数据分析, 统计报告, 数据可视化
攻读学位
中级 · 课程 · 1-4 周

University of Colorado Boulder
您将获得的技能: Data-Driven Decision-Making, Descriptive Statistics, Data Analysis, Probability Distribution, Statistical Software, Statistics, R (Software), Data Visualization, Statistical Analysis, Probability, R Programming, Probability & Statistics, Data Manipulation, Histogram, Taxonomy, Data Import/Export
初级 · 课程 · 1-3 个月

您将获得的技能: Sample Size Determination, Data Strategy, Analytical Skills, Data-Driven Decision-Making, Data Analysis, Analytics, Jupyter, Data Science, Statistical Analysis, Data Collection, Data Mining, Data Management, MLOps (Machine Learning Operations), Research and Design, Version Control, Software Documentation
中级 · 课程 · 1-4 周