Data Science Specialization

开始时间: 12/21/2023 持续时间: Approximately 11 months to complete Suggested pace of 7 hours/week

所在平台: Coursera专项课程

课程类别: 计算机科学

大学或机构: CourseraNew

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

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课程详情

Ask the right questions, manipulate data sets, and create visualizations to communicate results. This Specialization covers the concepts and tools you'll need throughout the entire data science pipeline, from asking the right kinds of questions to making inferences and publishing results. In the final Capstone Project, you’ll apply the skills learned by building a data product using real-world data. At completion, students will have a portfolio demonstrating their mastery of the material.

数据科学专业化:提出正确的问题,处理数据集并创建可视化效果以传达结果。 本专业涵盖了整个数据科学管道中所需的概念和工具,从提出正确的问题到做出推理和发布结果。在最终的Capstone项目中,您将运用通过使用实际数据构建数据产品而学到的技能。完成后,学生将有一个档案袋,以证明他们对材料的掌握。

课程大纲

Course Link: https://www.coursera.org/learn/data-scientists-tools

Name:The Data Scientist’s Toolbox

Description:Offered by Johns Hopkins University. In this course you will get an introduction to the main tools and ideas in the data scientist's ... Enroll for free.

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

Name:R Programming

Description:Offered by Johns Hopkins University. In this course you will learn how to program in R and how to use R for effective data analysis. You ... Enroll for free.

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

Name:Getting and Cleaning Data

Description:Offered by Johns Hopkins University. Before you can work with data you have to get some. This course will cover the basic ways that data can ... Enroll for free.

Course Link: https://www.coursera.org/learn/exploratory-data-analysis

Name:Exploratory Data Analysis

Description:Offered by Johns Hopkins University. This course covers the essential exploratory techniques for summarizing data. These techniques are ... Enroll for free.

Course Link: https://www.coursera.org/learn/reproducible-research

Name:Reproducible Research

Description:Offered by Johns Hopkins University. This course focuses on the concepts and tools behind reporting modern data analyses in a reproducible ... Enroll for free.

Course Link: https://www.coursera.org/learn/statistical-inference

Name:Statistical Inference

Description:Offered by Johns Hopkins University. Statistical inference is the process of drawing conclusions about populations or scientific truths from ... Enroll for free.

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

Name:Regression Models

Description:Offered by Johns Hopkins University. Linear models, as their name implies, relates an outcome to a set of predictors of interest using ... Enroll for free.

Course Link: https://www.coursera.org/learn/practical-machine-learning

Name:Practical Machine Learning

Description:Offered by Johns Hopkins University. One of the most common tasks performed by data scientists and data analysts are prediction and machine ... Enroll for free.

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

Name:Developing Data Products

Description:Offered by Johns Hopkins University. A data product is the production output from a statistical analysis. Data products automate complex ... Enroll for free.

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

Name:Data Science Capstone

Description:Offered by Johns Hopkins University. The capstone project class will allow students to create a usable/public data product that can be used ... Enroll for free.

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课程简介

约翰霍普金斯大学的数据科学专项课程系列(Data Science Specialization),这个系列课程有10门子课程,包括数据科学家的工具箱,R语言编程,数据清洗和获取,数据分析初探,可重复研究,统计推断,回归模型,机器学习实践,数据产品开发,数据科学毕业项目,感兴趣的同学可以关注: Launch Your Career in Data Science-A nine-course introduction to data science, developed and taught by leading professors.

课程标签

数据产品 回归模型 可重复研究 统计推断 数据分析 R编程 R R语言 数据科学 数据清洗 机器学习实践 机器学习 数据获取

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