Data Science 专项课程

于 Oct 18 开始

Data Science 专项课程

Launch Your Career in Data Science。A nine-course introduction to data science, developed and taught by leading professors.

本专项课程介绍

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.

制作方:

行业合作伙伴:

courses
10 courses

按照建议的顺序或选择您自己的顺序。

projects
项目

旨在帮助您实践和应用所学到的技能。

certificates
证书

在您的简历和领英中展示您的新技能。

课程
Beginner Specialization.
No prior experience required.
  1. 第 1 门课程

    数据科学家的工具箱

    课程学习时间
    1-4小时/周
    字幕
    English, French, Chinese (Simplified), Greek, Italian, Portuguese (Brazilian), Vietnamese, Russian, Turkish, Hebrew, Japanese

    课程概述

    In this course you will get an introduction to the main tools and ideas in the data scientist's toolbox. The course gives an overview of the data, questions, and tools that data analysts and data scientists work with. There are two components to
  2. 第 2 门课程

    R Programming

    字幕
    English, French, Chinese (Simplified), Vietnamese, Japanese

    课程概述

    In this course you will learn how to program in R and how to use R for effective data analysis. You will learn how to install and configure software necessary for a statistical programming environment and describe generic programming language con
  3. 第 3 门课程

    Getting and Cleaning Data

    字幕
    English, French, Chinese (Simplified), Vietnamese, Russian

    课程概述

    Before you can work with data you have to get some. This course will cover the basic ways that data can be obtained. The course will cover obtaining data from the web, from APIs, from databases and from colleagues in various formats. It will also cove
  4. 第 4 门课程

    Exploratory Data Analysis

    字幕
    English, Chinese (Simplified)

    课程概述

    This course covers the essential exploratory techniques for summarizing data. These techniques are typically applied before formal modeling commences and can help inform the development of more complex statistical models. Exploratory techniques are
  5. 第 5 门课程

    Reproducible Research

    课程学习时间
    4-9 hours/week
    字幕
    English, Vietnamese

    课程概述

    This course focuses on the concepts and tools behind reporting modern data analyses in a reproducible manner. Reproducible research is the idea that data analyses, and more generally, scientific claims, are published with their data and software code so
  6. 第 6 门课程

    Statistical Inference

    字幕
    English, Vietnamese

    课程概述

    Statistical inference is the process of drawing conclusions about populations or scientific truths from data. There are many modes of performing inference including statistical modeling, data oriented strategies and explicit use of design
  7. 第 7 门课程

    Regression Models

    字幕
    English, Vietnamese

    课程概述

    Linear models, as their name implies, relates an outcome to a set of predictors of interest using linear assumptions. Regression models, a subset of linear models, are the most important statistical analysis tool in a data scientist’s toolkit. This c
  8. 第 8 门课程

    Practical Machine Learning

    字幕
    English

    课程概述

    One of the most common tasks performed by data scientists and data analysts are prediction and machine learning. This course will cover the basic components of building and applying prediction functions with an emphasis on practical applicat
  9. 第 9 门课程

    Developing Data Products

    字幕
    English

    课程概述

    A data product is the production output from a statistical analysis. Data products automate complex analysis tasks or use technology to expand the utility of a data informed model, algorithm or inference. This course covers the basics of creating
  10. 第 10 门课程

    Data Science Capstone

    当前班次:Oct 15
    课程学习时间
    4-9 hours/week
    字幕
    English

    毕业项目介绍

    The capstone project class will allow students to create a usable/public data product that can be used to show your skills to potential employers. Projects will be drawn from real-world problems and will be conducted with industry, government, an

制作方

  • Johns Hopkins University

    Johns Hopkins University is recognized as a destination for excellent, ambitious scholars and a world leader in teaching and research. The mission of The Johns Hopkins University is to educate its students and cultivate their capacity for life-long learning, to foster independent and original research, and to bring the benefits of discovery to the world.

    The mission of The Johns Hopkins University is to educate its students and cultivate their capacity for life-long learning, to foster independent and original research, and to bring the benefits of discovery to the world.

  • Roger D. Peng, PhD

    Roger D. Peng, PhD

    Associate Professor, Biostatistics
  • Brian Caffo, PhD

    Brian Caffo, PhD

    Professor, Biostatistics
  • Jeff Leek, PhD

    Jeff Leek, PhD

    Associate Professor, Biostatistics

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