The primary objective of this course is to offer students an opportunity to learn how to use visualization tools and techniques for data exploration, knowledge discovery, data storytelling, and decision making in engineering, healthcare operations, manufacturing, and related applications. This course covers basics of data mining and visualization, and Python. It also introduces students to static visualization charts and techniques that reveal information, patterns, interactions.
In this module, we will delve into the fundamental aspects of data, exploring its definition, significance, and the transformative journey from raw information to actionable insights. Through a series of engaging videos, we will unravel the mysteries of structured and unstructured data, unveiling their unique characteristics and applications. As we progress, the module unfolds the intricate steps of the data workflow, guiding through the pivotal stages of framing objectives, preparing data, analysis, interpretation, and effective communication of findings. Additionally, our exploration extends to the vast landscape of Big Data, unraveling its complexities through the lens of the Five Vs: Volume, Velocity, Variety, Veracity, and Value. By the end of this module, We will not only have a comprehensive understanding of the foundational concepts of data but also possess the essential skills to navigate the data-driven landscapes of today's digital era. Get ready to unlock the power of data and discover its profound impact on our world!
涵盖的内容
2个视频6篇阅读材料4个作业2个讨论话题
显示有关单元内容的信息
2个视频•总计6分钟
What is Data?•3分钟
Big Data•3分钟
6篇阅读材料•总计29分钟
Course Overview•1分钟
Syllabus - Data Visualization with Python & R for Engineers•10分钟
Academic Integrity•1分钟
Module 1 Overview•2分钟
Resources•5分钟
Data Workflow•10分钟
4个作业•总计95分钟
Module 1 Quiz•60分钟
Questions to Consider•15分钟
Check Your Knowledge•10分钟
Check Your Knowledge•10分钟
2个讨论话题•总计40分钟
Meet Your Fellow Learners•10分钟
Open Discussion •30分钟
Introduction to Data - Part 2
第 2 单元•小时 后完成
单元详情
In this module, we will dive into the world of data analytics. We'll learn how to find the right data for data analysis, considering factors like relevance and timeliness. Then, we'll explore the crucial step of preprocessing, where we’ll learn to clean and organize raw data effectively. From handling missing values to spotting outliers, we'll pick up essential skills to ensure the analysis is accurate and reliable. By the end of this module, we'll be all set to confidently select, process, and analyze data like a pro. Let's get started!
涵盖的内容
2个视频2篇阅读材料4个作业1个讨论话题
显示有关单元内容的信息
2个视频•总计5分钟
Finding and Preprocessing the Data•3分钟
Data Preprocessing•2分钟
2篇阅读材料•总计7分钟
Module 2 Overview•2分钟
Resources•5分钟
4个作业•总计95分钟
Module 2 Quiz•60分钟
Questions to Consider•15分钟
Check Your Knowledge•10分钟
Check Your Knowledge•10分钟
1个讨论话题•总计30分钟
Open Discussion•30分钟
Introduction to Visualization
第 3 单元•小时 后完成
单元详情
In this module, we'll explore how data visualization turns complex data into engaging stories. Building on our understanding of data's significance, we'll discover how visualization simplifies information and connects with diverse audiences. We’ll delve into creating various visualizations, from statistical plots to geographical graphs. By grasping different statistical graphs and their applications, you'll enhance your skills in sharing meaningful insights. Get ready to unlock the potential of visualization and enhance your ability to tell compelling data stories. Let's dive into this visually enlightening journey!
涵盖的内容
1个视频4篇阅读材料3个作业1个讨论话题
显示有关单元内容的信息
1个视频•总计2分钟
Introduction to Visualization•2分钟
4篇阅读材料•总计85分钟
Module 3 Overview•2分钟
Resources•10分钟
Types of Graphs Used for Visualizations•10分钟
Additional Resources•63分钟
3个作业•总计85分钟
Module 3 Quiz•60分钟
Questions to Consider•15分钟
Check Your Knowledge•10分钟
1个讨论话题•总计30分钟
Open Discussion Board•30分钟
Basics of Python
第 4 单元•小时 后完成
单元详情
In this module, we'll delve into the fundamentals of Python coding. We'll explore key concepts such as variables, data types, and structures — crucial components in creating robust code. Throughout your Python learning journey, you'll acquire the skill of decision-making through if-else statements, navigate data using loops, and enhance your code with custom functions. Whether you're a coding novice or have some prior knowledge, this course ensures hands-on, practical experience. Let's explore, learn, and become experts in the key principles of Python programming. Get ready to bring your coding ideas to life!
涵盖的内容
2个视频9篇阅读材料3个作业1个编程作业1个讨论话题
显示有关单元内容的信息
2个视频•总计7分钟
Variables and Data Types•4分钟
Conditional Statements and Loops, Defining Functions in Python•3分钟
9篇阅读材料•总计200分钟
Week 4 Overview•2分钟
Module 4 Assignment Overview•1分钟
Notes on Python and Jupyter Notebook•10分钟
Resources•5分钟
NumPy •60分钟
Pandas•60分钟
Practice Python•60分钟
Module 4 Assignment Overview•1分钟
Congratulations•1分钟
3个作业•总计70分钟
Questions to Consider•20分钟
Check Your Knowledge•25分钟
Check Your Knowledge•25分钟
1个编程作业•总计240分钟
Python Proficiency Assessment•240分钟
1个讨论话题•总计30分钟
Open Discussion Board•30分钟
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学习 Northeastern University 的这个 课程,您可以预览相关学位课程计划中的主题、材料和授课教师,以便您确定该主题或大学是否适合您。
Founded in 1898, Northeastern is a global research university with a distinctive, experience-driven approach to education and discovery. The university is a leader in experiential learning, powered by the world’s most far-reaching cooperative education program. The spirit of collaboration guides a use-inspired research enterprise focused on solving global challenges in health, security, and sustainability.
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