学习路径
数据工程师 在 Python 中
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Included with Premium学习路径描述
数据工程师 在 Python 中
使用 Python 提升你的数据工程技能
通过我们以 Python 为重点的路径，将您的数据工程职业提升到新高度。 在我们 Associate Data Engineer Track 的基础 SQL 知识之上，这个 Track 更深入地探索数据工程领域，强调 Python 在自动化和优化数据流程中的作用。从云计算到高级 Python 编程
你的学习之旅将从理解云计算概念和术语开始。 从那里，您将逐步学习 Python 编程，从基础到高级主题，包括：- 使用 pandas 等强大库进行数据处理和清洗
- 从各种来源导入和导出数据（CSV、Excel、SQL、JSON、API）
- 编写高效、可复用的代码，遵循最佳实践
- 应用软件工程原则，打造可靠且可维护的项目
掌握数据管道与工作流自动化
学习设计和实现 ETL 和 ELT 管道，使用 Apache Airflow 自动化工作流，并在协作开发中使用 Git 进行版本控制。 运用软件工程实践构建可扩展、可靠的数据管道，确保高效的数据处理和质量管理。适合有志成为数据工程师及经验丰富的数据工程师
无论你是想进入该领域的有志数据工程师，还是希望提升 Python 技能的资深专业人士，这条学习路径都旨在满足你的需求。 通过注重动手学习和真实世界应用，你将获得应对各种数据工程项目的信心和专业能力。解锁新的职业机会
随着企业越来越依赖数据驱动的决策，对熟练数据工程师的需求持续增长。 完成此学习路径后，您将能够：- 追求跨多个行业的数据工程岗位
- 与数据科学家和分析师有效协作
- 参与数据密集型应用程序的开发
- 通过高效的数据管理和分析推动业务价值
先决条件
初级数据工程师Course
A non-coding introduction to cloud computing, covering key concepts, terminology, and tools.
Course
Master the fundamentals of programming in Python. No prior knowledge required!
Course
Dive into the Python ecosystem, discovering modules and packages along with how to write custom functions!
Course
Learn to import data into Python from various sources, such as Excel, SQL, SAS and right from the web.
Course
Improve your Python data importing skills and learn to work with web and API data.
Course
Dive into the exciting world of APIs as we introduce you to the basics of consuming and working with Web APIs using Python.
Course
Learn to diagnose and treat dirty data and develop the skills needed to transform your raw data into accurate insights!
Project
Tidy a bank marketing campaign dataset by splitting it into subsets, updating values, converting data types, and storing it as multiple csv files.
Course
Learn to write efficient code that executes quickly and allocates resources skillfully to avoid unnecessary overhead.
Course
Learn to acquire data from common file formats and systems such as CSV files, spreadsheets, JSON, SQL databases, and APIs.
Course
Discover the fundamentals of Git for version control in your software and data projects.
Course
Discover branches and remote repos for version control in collaborative software and data projects using Git!
Course
Learn about modularity, documentation, and automated testing to help you solve data science problems more quickly and reliably.
Project
Review a data analysis workflow for adherence to Python standards and best-practices.
Course
Learn to build effective, performant, and reliable data pipelines using Extract, Transform, and Load principles.
Course
Learn how to implement and schedule data engineering workflows.
Project
Test your Data engineering skills by creating a data pipeline to analyze E-commerce business of Walmart!
Resource
In this live training, we will work on cleaning a dataset of audiobooks from audible.in
Certification Available
由
Industry recognized certifications help you stand out and prove your skills. Prepare for certification by completing this track.
Included with Premium加入超过19百万学习者，今天就开始数据工程师 在 Python 中！
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随时随地通过我们的移动课程和每日 5 分钟编程挑战提升技能。