課程信息
4.6
8 個評分
2 個審閱
The main goal of this specialization is to provide the knowledge and practical skills necessary to develop a strong foundation on information visualization and to design and develop advanced applications for visual data analysis. This course aims at introducing fundamental knowledge for information visualization. The main goal is to provide the students with the necessary “vocabulary” to describe visualizations in a way that helps them reason about what designs are appropriate for a given problem. This module also gives a broad overview of the field of visualization, introducing its goals, methods and applications. A learner with some or no previous knowledge in Information Visualization will get a sense of what visualization is, what it is for and in how many different situations it can be applied; will practice to describe data in a way that is useful for visualization design; will familiarize with fundamental charts to talk about the concept of visual encoding and decoding....
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100% 在線課程

立即開始,按照自己的計劃學習。
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Beginner Level

初級

Clock

Approx. 15 hours to complete

建議:7 hours/week...
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English

字幕:English...
Stacks
Globe

100% 在線課程

立即開始,按照自己的計劃學習。
Calendar

可靈活調整截止日期

根據您的日程表重置截止日期。
Beginner Level

初級

Clock

Approx. 15 hours to complete

建議:7 hours/week...
Comment Dots

English

字幕:English...

教學大綱 - 您將從這門課程中學到什麼

Week
1
Clock
完成時間為 2 小時

Introduction to Information Visualization

...
Reading
20 個視頻(共 70 分鐘), 1 個閱讀材料, 2 個測驗
Video20 個視頻
Introduction to the Course1分鐘
Information Visualization Definition1分鐘
Visualization Example: Introductory Demo with Tableau2分鐘
Key Concepts and Definitions分鐘
The InfoVis pipeline (Diagram of Data Visualization Process)1分鐘
Key Concept: Computer Based Graphical Representations and Visualizing Abstract Data3分鐘
Key Concept: Interactivity1分鐘
Key Concept: Amplifying Cognition6分鐘
Example of Amplifying Cognition: "The Game of 15"3分鐘
Why Visualize Data?2分鐘
Why Use Visualization?3分鐘
Example of Explanatory Visualization4分鐘
Examples of Exploratory and Confirmatory Visualization6分鐘
Examples of Explanatory Visualizations and Tools3分鐘
Why Use a Graphical Representation?5分鐘
Problems with Summary Statistics2分鐘
Why Use Computers to Visualize Data?2分鐘
Why Use Interaction?2分鐘
Assessing the Quality of a Visualization6分鐘
Reading1 個閱讀材料
A Tour Through the Visualization Zoo30分鐘
Quiz2 個練習
What is Information Visualization20分鐘
A Tour through the Visualization Zoo10分鐘
Week
2
Clock
完成時間為 3 小時

Data Abstraction

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Reading
9 個視頻(共 56 分鐘), 2 個測驗
Video9 個視頻
What is Data Abstraction?7分鐘
Dataset Types: Tables and Networks5分鐘
Attribute Types5分鐘
Attribute Semantics7分鐘
Example for Attribute Types and Semantics5分鐘
Data Abstraction to Visualization8分鐘
Data Profiling5分鐘
Quick Recap2分鐘
Quiz2 個練習
Data Abstraction20分鐘
Identifying Attribute Types20分鐘
Week
3
Clock
完成時間為 4 小時

Fundamental Graphs and Data Transformation

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Reading
11 個視頻(共 64 分鐘), 2 個閱讀材料, 1 個測驗
Video11 個視頻
How to Visualize?3分鐘
Fundamental Graphs9分鐘
Alternate Representations Part 111分鐘
Alternate Representations Part 26分鐘
Going Beyond Two Attributes6分鐘
Scatter Plots + Faceting4分鐘
Data Transformation6分鐘
Common / Useful Data Transformations - Part 14分鐘
Common / Useful Data Transformations - Part 25分鐘
Summary3分鐘
Reading2 個閱讀材料
Tutorial: The Tableau Interface10分鐘
Tutorial: Getting Started with Tableau25分鐘
Week
4
Clock
完成時間為 3 小時

Graphical Components and Mapping Strategies

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Reading
18 個視頻(共 105 分鐘), 1 個閱讀材料, 1 個測驗
Video18 個視頻
Marks + Channels1分鐘
Marks5分鐘
Channels, Part 16分鐘
Channels, Part 27分鐘
Examples for Graphical Components3分鐘
Graphical "Decoding"8分鐘
Quality of visual encoding: Expressiveness Principle7分鐘
Quality of Visual Encoding: Effectiveness Principle, Part 110分鐘
Quality of Visual Encoding: Effectiveness Principle, Part 24分鐘
Evaluate Visualizations8分鐘
Using the Principles to Design Visualization4分鐘
Contextual Components: Legends, Labels, and Annotations4分鐘
Annotations5分鐘
Contextual Components: Axes, Grids, Reference Lines7分鐘
Quick Summary4分鐘
Conclusion1分鐘
Interview with Moritz Stefaner7分鐘
Reading1 個閱讀材料
Evaluation of Artery Visualizations for Heart Disease Diagnosis30分鐘

講師

Enrico Bertini

Associate Professor
Computer Science and Engineering

Cristian Felix

PhD. Candidate
Computer Science and Engineering

關於 New York University Tandon School of Engineering

Tandon offers comprehensive courses in engineering, applied science and technology. Each course is rooted in a tradition of invention and entrepreneurship....

關於 Information Visualization 專項課程

This specialization provides learners with the necessary knowledge and practical skills to develop a strong foundation in information visualization and to design and develop advanced applications for visual data analysis. The specialization is characterized by two main complementary features: (1) providing a strong understanding of visual perception and the theory of visual encoding to design and evaluate innovative visualization methods; (2) providing the necessary skills to develop advanced web-based applications for visual data analysis. The specialization is organized around four courses that cover fundamentals, applied perception, advanced visualization method and interactive visualization. The specialization is meant to prepare students to work on complex data science projects that require the development of interactive visual interfaces for data analysis. The courses can also be taken individually to improve relevant skills in visualization. For instance, the course on applied perception provides unique skills to evaluate and design innovative visualization in all sorts of scenarios....
Information Visualization

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