Data Science Fundamentals Specialization

所在平台: Coursera专项课程 课程类别: 其他类别 大学或机构: CourseraNew

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

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课程简介

课程名称：数据科学基础专业化 课程概述：该课程专注于数据科学的基本原理和技能，涵盖多个方面，包括环境数据分析、数据文档、地球物理数据和数据挖掘。课程通过不同模块帮助学生掌握数据科学的核心概念和实践。 课程大纲： 1. **分析思维、数据科学与数据挖掘导论** - 课程链接：[链接](https://www.coursera.org/learn/intro-analyticthinking-datascience-datamining) - 提供单位：加利福尼亚大学尔湾分校（University of California, Irvine） - 课程简介：本课程将介绍数据科学的基本思维和方法。 2. **预测建模、模型拟合与回归分析** - 课程链接：[链接](https://www.coursera.org/learn/predictive-modeling-model-fitting-regression-analysis) - 提供单位：加利福尼亚大学尔湾分校 - 课程简介：本课程将教授如何进行预测建模及应用回归分析。 3. **聚类分析、关联挖掘与模型评估** - 课程链接：[链接](https://www.coursera.org/learn/cluster-analysis-association-mining-and-model-evaluation) - 提供单位：加利福尼亚大学尔湾分校 - 课程简介：本课程将聚焦于如何进行聚类分析和评估模型效果。 4. **自然语言处理与顶点课程任务** - 课程链接：[链接](https://www.coursera.org/learn/natural-language-processing-captsone-assignment) - 提供单位：加利福尼亚大学尔湾分校 - 课程简介：本课程将探讨自然语言处理的基本技巧，并包括一个综合性的顶点项目。 总结：该系列课程为希望进入数据科学领域的学习者提供全面的基础知识，通过理论与实践相结合的方式，帮助学生掌握现代数据分析技能。

课程大纲

Course Link: https://www.coursera.org/learn/intro-analyticthinking-datascience-datamining

Name:Intro to Analytic Thinking, Data Science, and Data Mining

Description:Offered by University of California, Irvine. Welcome to Introduction to Analytic Thinking, Data Science, and Data Mining. In this course, we ... Enroll for free.

Course Link: https://www.coursera.org/learn/predictive-modeling-model-fitting-regression-analysis

Name:Predictive Modeling, Model Fitting, and Regression Analysis

Description:Offered by University of California, Irvine. Welcome to Predictive Modeling, Model Fitting, and Regression Analysis. In this course, we will ... Enroll for free.

Course Link: https://www.coursera.org/learn/cluster-analysis-association-mining-and-model-evaluation

Name:Cluster Analysis, Association Mining, and Model Evaluation

Description:Offered by University of California, Irvine. Welcome to Cluster Analysis, Association Mining, and Model Evaluation. In this course we will ... Enroll for free.

Course Link: https://www.coursera.org/learn/natural-language-processing-captsone-assignment

Name: Natural Language Processing and Capstone Assignment

Description:Offered by University of California, Irvine. Welcome to Natural Language Processing and Capstone Assignment. In this course we will begin ... Enroll for free.

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