Linear Algebra for Data Science Using Python

所在平台: Coursera专项课程

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

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课程简介

课程名称：使用 Python 的线性代数与数据科学 概述：本课程由霍华德大学提供，现可免费注册。 课程内容简介： 1. **线性代数与 Python 入门**：本课程是一个系列的第一部分，旨在为希望学习基本数据分析的初学者提供线性代数知识。学习链接：[线性代数与 Python 入门](https://www.coursera.org/learn/linear-algebra-python-intro) 2. **Python 基础线性代数概念**：在本课程中，您将学习如何使用 Python 查找矩阵的逆及进行矩阵运算。学习链接：[基础线性代数概念与 Python](https://www.coursera.org/learn/linear-algebra-concepts-python) 3. **使用线性代数构建回归模型**：通过本课程，您将学习如何区分不同类型的回归模型并了解相关分析。学习链接：[使用线性代数构建回归模型](https://www.coursera.org/learn/regression-models-linear-algebra) 4. **最终项目：线性代数框架中的数据科学问题**：在这门课程中，您将回顾最终项目的细节，并创建和运行自己的数据科学项目。学习链接：[最终项目：线性代数框架中的数据科学问题](https://www.coursera.org/learn/capstone-a-data-science-problem-in-linear-algebra-framework) 以上课程均可免费注册，适合希望在数据科学领域深化线性代数知识的学习者。

课程大纲

Course Link: https://www.coursera.org/learn/linear-algebra-python-intro

Name:Introduction to Linear Algebra and Python

Description:Offered by Howard University. This course is the first of a series that is designed for beginners who want to learn how to apply basic data ... Enroll for free.

Course Link: https://www.coursera.org/learn/linear-algebra-concepts-python

Name:Fundamental Linear Algebra Concepts with Python

Description:Offered by Howard University. In this course, you'll be introduced to finding inverses and matrix algebra using Python. You will also ... Enroll for free.

Course Link: https://www.coursera.org/learn/regression-models-linear-algebra

Name:Building Regression Models with Linear Algebra

Description:Offered by Howard University. In this course, you'll learn how to distinguish between the different types of regression models. You will ... Enroll for free.

Course Link: https://www.coursera.org/learn/capstone-a-data-science-problem-in-linear-algebra-framework

Name:Capstone: Data Science Problem in Linear Algebra Framework

Description:Offered by Howard University. In this course, you'll review the specifics of the Capstone project. In addition, you will create and run your ... Enroll for free.

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