Data Science 專項課程

於 Nov 19 開始

Data Science 專項課程

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

本專項課程介紹

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.

製作方:

行業合作夥伴:

courses
10 courses

按照建議的順序或選擇您自己的順序。

projects
項目

旨在幫助您實踐和應用所學到的技能。

certificates
證書

在您的簡歷和領英中展示您的新技能。

課程
Beginner Specialization.
No prior experience required.
  1. 第 1 門課程

    数据科学家的工具箱

    課程學習時間
    1-4小时/周
    字幕
    英語(English), 法語(French), 中文(簡體), 希臘語, 意大利語, 巴西葡萄牙語, 越南語, 俄語(Russian), 土耳其語(Turkish), 希伯來語, 日語

    課程概述

    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 門課程

    R Programming

    字幕
    英語(English), 阿拉伯語(Arabic), 法語(French), 中文(簡體), 越南語, 日語

    課程概述

    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 門課程

    Getting and Cleaning Data

    字幕
    英語(English), 法語(French), 中文(簡體), 越南語, 俄語(Russian)

    課程概述

    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 門課程

    Exploratory Data Analysis

    字幕
    英語(English), 越南語, 中文(簡體)

    課程概述

    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 門課程

    Reproducible Research

    課程學習時間
    4-9 hours/week
    字幕
    英語(English), 越南語

    課程概述

    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 門課程

    Statistical Inference

    字幕
    英語(English), 越南語

    課程概述

    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 門課程

    Regression Models

    字幕
    英語(English), 越南語

    課程概述

    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 門課程

    Practical Machine Learning

    字幕
    英語(English)

    課程概述

    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 門課程

    Developing Data Products

    字幕
    英語(English)

    課程概述

    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 門課程

    Data Science Capstone

    計劃開課班次:Nov 26
    課程學習時間
    4-9 hours/week
    字幕
    英語(English)

    畢業項目介紹

    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

製作方

  • 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

FAQs