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。

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

University of Michigan
您将获得的技能: Python 程序设计, 统计, 探索性数据分析, 统计推理, 描述性统计, 统计可视化, 统计分析, 箱形图, NumPy, 数据可视化软件, Matplotlib, 概率与统计, 数据可视化, Jupyter, 统计方法, 数据分析, 柱状图, 抽样(统计)
初级 · 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: 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

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

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

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

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: 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

University of Colorado Boulder
您将获得的技能: Python 程序设计, 数据操作, Pandas(Python 软件包), 绘图(图形), 软件包和软件管理, NumPy, 数据可视化软件, Matplotlib, 数据科学, 数据可视化, 数据导入/导出, 柱状图, Seaborn
中级 · 课程 · 1-4 周
University of Michigan
您将获得的技能: Python 程序设计, 数据处理, Pandas(Python 软件包), 逻辑回归, 预测建模, 预测, 道德标准与行为, 模型评估, 概率, 统计建模, 数据分析, 回归分析, 分析
中级 · 课程 · 1-3 个月

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