Programming for Python Data Science: Principles to Practice

所在平台: Coursera专项课程

课程主页: https://www.coursera.org/specializations/python-for-data-science

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课程简介

课程名称：Python数据科学编程：原则与实践 课程概述：由杜克大学提供，课程旨在利用Python的潜力进行数据科学，有效优化、分析和可视化数据。课程可免费注册。 课程大纲： 1. **Python编程基础** 课程链接：[Python Programming Fundamentals](https://www.coursera.org/learn/python-programming-fundamentals) 描述：此入门课程专为初学者和具有有限编程经验的人士设计。免费注册。 2. **使用NumPy、集合和字典进行数据科学** 课程链接：[Data Science with NumPy, Sets, and Dictionaries](https://www.coursera.org/learn/numpy-data-science) 描述：提高您对NumPy这一重要Python包的熟练程度，为数据科学职业铺平道路。免费注册。 3. **Pandas进行数据科学** 课程链接：[Pandas for Data Science](https://www.coursera.org/learn/pandas-data-science) 描述：学习如何有效使用Python清理、排序和存储数据，以及使用Pandas的好处。免费注册。 4. **为数据科学设计更大规模的Python程序** 课程链接：[Designing Larger Python Programs for Data Science](https://www.coursera.org/learn/python-design-for-data-science) 描述：现代程序结构复杂，包含数百到数千行代码，学习如何进行有效的程序设计。免费注册。 5. **Python中的数据可视化与建模** 课程链接：[Data Visualization and Modeling in Python](https://www.coursera.org/learn/python-data-modeling) 描述：通过精通数据可视化和建模技能，提升您的Python数据科学能力。免费注册。 该系列课程提供从基础到高级的技能培训，帮助学习者掌握数据科学所需的工具与技术。

课程大纲

Course Link: https://www.coursera.org/learn/python-programming-fundamentals

Name:Python Programming Fundamentals

Description:Offered by Duke University. This introductory course is designed for beginners and individuals with limited programming experience who want ... Enroll for free.

Course Link: https://www.coursera.org/learn/numpy-data-science

Name:Data Science with NumPy, Sets, and Dictionaries

Description:Offered by Duke University. Become proficient in NumPy, a fundamental Python package crucial for careers in data science. This comprehensive ... Enroll for free.

Course Link: https://www.coursera.org/learn/pandas-data-science

Name:Pandas for Data Science

Description:Offered by Duke University. How can you effectively use Python to clean, sort, and store data? What are the benefits of using the Pandas ... Enroll for free.

Course Link: https://www.coursera.org/learn/python-design-for-data-science

Name:Designing Larger Python Programs for Data Science

Description:Offered by Duke University. Modern programs are complicated structures, with hundreds to thousands of lines of code, but how do you ... Enroll for free.

Course Link: https://www.coursera.org/learn/python-data-modeling

Name:Data Visualization and Modeling in Python

Description:Offered by Duke University. Put the keystone in your Python Data Science skills by becoming proficient with Data Visualization and Modeling. ... Enroll for free.

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