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Data Analysis: Take it to the MAX
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This course is for all of those struggling with data analysis. That crazy data collection from your boss? Megabytes of sensor data to analyze? Looking for a smart way visualize your data in order to make sense out of it? We’ve got you covered!

Using video lectures and hands-on exercises, we will teach you cutting-edge techniques and best practices that will boost your data analysis and visualization skills.

This course has been awarded with the Wharton-QS gold education award in the category Regional awards Europe.
We will take a deep dive into data analysis with spreadsheets: PivotTables, VLOOKUPS, Named ranges, what-if analyses, making great graphs – all those will be covered in the first weeks of the course. After that, we will investigate the quality of the spreadsheet model, and especially how to make sure your spreadsheet remains error-free and robust.

Finally, once we have mastered spreadsheets, we will demonstrate other ways to store and analyze data. We will also look into how Python, a programming language, can help us with analyzing and manipulating data in spreadsheets.

This course is created using Excel 2013 and Windows. Most assignments can be made using another spreadsheet program and operating system as well, but we cannot offer full support for all configurations.

Subject:
Engineering
Material Type:
Full Course
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
Dr. Felienne Hermans
Date Added:
01/12/2021
Data Analysis: Visualization and Dashboard Design
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Struggling with data at work? Wasting valuable time working in multiple spreadsheets to gain an overview of your business? Find it hard to gain sharp insights from piles of data on your desktop?

If you are looking to enhance your efficiency in the office and improve your performance by making sense of data faster and smarter, then this advanced data analysis course is for you.

If you have already sharpened your spreadsheet skills in Data Analysis: Take It to the MAX(), this course will help you dig deeper. You will learn advanced techniques for robust data analysis in a business environment. This course covers the main tasks required from data analysts today, including importing, summarizing, interpreting, analyzing and visualizing data. It aims to equip you with the tools that will enable you to be an independent data analyst. Most techniques will be taught in Excel with add-ons and free tools available online. We encourage you to use your own data in this course but if not available, the course team can provide.

These course materials are part of an online course of TU Delft. Do you want to experience an active exchange of information between academic staff and students? Then join the community of online learners and enroll in this MOOC. This course is part of the Data Analysis XSeries.

Subject:
Business and Marketing Education
Engineering
Material Type:
Full Course
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
Dr. Felienne Hermans
Date Added:
01/12/2021
Dealing with Ethical Dilemmas in Professional Engineering
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CC BY-NC-SA
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In this course you will learn to deal effectively with conflicts of interests, whistle blowing, confidentiality issues and other ethical dilemmas in engineering that can jeopardize your business and your career.

Every engineer will face ethical challenges during his or her career. These may include conflicts of interests and entail the need to expose potential negative effects of the products or technologies under development. This course will provide a practical framework for dealing with such situations.

Besides analysing professional rules of conduct and practical case studies, participants will have the chance to analyse their own cases or experiences, thus promoting reflection and practical application rather than just theory.

Subject:
Engineering
Material Type:
Full Course
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
Dr. P.E. Vermaas
Prof.dr.ir. I.R. van de Poel
Date Added:
01/12/2021
Death
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There is one thing I can be sure of: I am going to die. But what am I to make of that fact? This course will examine a number of issues that arise once we begin to reflect on our mortality. The possibility that death may not actually be the end is considered. Are we, in some sense, immortal? Would immortality be desirable? Also a clearer notion of what it is to die is examined. What does it mean to say that a person has died? What kind of fact is that? And, finally, different attitudes to death are evaluated. Is death an evil? How? Why? Is suicide morally permissible? Is it rational? How should the knowledge that I am going to die affect the way I live my life?

Subject:
Arts and Humanities
Philosophy
Material Type:
Full Course
Provider:
Yale University
Provider Set:
Open Yale Courses
Author:
Shelly Kagan
Date Added:
01/13/2021
Decision Making Under Uncertainty: Introduction to Structured Expert Judgment
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In an increasingly data-driven world, data and its use aren’t always all it’s cracked up to be. This course aims to address the critical lack of any or appropriate data in many areas where complex decisions need to be made.

For instance, how can you predict volcano activity when no eruptions have been recorded over a long period of time? Or how can you predict how many people will be resistant to antibiotics in a country where there is no available data at national level? Or how about estimating the time needed to evacuate people in flood risk areas?

In situations like these, expert opinions are needed to address complex decision-making problems. This course, aimed at researchers and professionals from any academic background, will show you how expert opinion can be used for uncertainty quantification in a rigorous manner.

Various techniques are used in practice. They vary from the informal and undocumented opinion of one expert to a fully documented and formal elicitation of a panel of experts, whose uncertainty assessments can be aggregated to provide support for complex decision making.

In this course you will be introduced to state-of-the-art expert judgment methods, particularly the Classical Model (CM) or Cooke’s method, which is arguably the most rigorous method for performing Structured Expert Judgment.

CM, developed at TU Delft by Roger Cooke, has been successfully applied for over 30 years in areas as diverse as climate change, disaster management, epidemiology, public and global health, ecology, aeronautics/aerospace, nuclear safety, environment and ecology, engineering and many others.

Subject:
Engineering
Mathematics
Statistics
Material Type:
Full Course
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
Dr. A.M. Hanea
Dr. ir. G.F. Nane
Prof. dr. R.M. Cooke
Date Added:
01/12/2021
Delft Design Approach
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In our daily lives we use hundreds or even thousands of products and services. They are all designed, some with more success than others. The ‘Delft Design Approach’ is a structured approach that helps designers to tackle complex design challenges: from formulating a strategic vision, to mapping user behaviors, their needs and their environment, to developing and selecting meaningful proposals for products and services.

DDA691x offers a college-level introduction to the Delft Design Approach through lectures and exercises on design fundamentals and 6 methods. You will understand basic models and concepts that underlie the Delft approach. You will also develop the capability to use 6 basic methods in a design context. You will do so by applying the methods to realistic design challenges and by reflecting on your own performance by comparing it to that of expert designers as well as through peer discussion.

Subject:
Engineering
Material Type:
Full Course
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
Dr. Jaap Daalhuizen
Date Added:
01/12/2021
Design Practice in Business
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Are you a design practitioner eager to become more strategic? Are you a business professional who wants to become more innovative? In this course, made by the world’s first strategic design school, you’ll follow the lead of big successful companies who already create new business opportunities and spark innovation by practicing design.

This course will introduce you to a hands-on design approach for finding new business opportunities. You will experience first-hand how design can be of value for your organisation. You’ll be challenged to create your own concepts that generate new business opportunities.

This course is produced by the same team that created the Strategic Product Design master programme at TU Delft, one of the oldest and most established programmes of strategic design in the world. Moreover, industry experts will help bridging design practice and business theory in a way that is unique in the present educational landscape.

Subject:
Architectural engineering
Engineering
Material Type:
Full Course
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
Dr. G. Calabretta
Prof.dr. H.M.J.J. Snelders
Date Added:
01/12/2021
Design in Healthcare: Using Patient Journey Mapping
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In this course you will learn about the different experiences patients go through in a medical context. The patient journey explores the interaction between the patient and the healthcare providers in all stages of the disease; coping with treatment and dealing with expectations, and interaction with and between different stakeholders.

This course will give designers and specialists in healthcare the knowledge, insights and tools to be able to analyze and improve patient experience. You will learn how to map complex healthcare scenarios, pinpoint opportunities and create hands-on solutions aimed at improving the patient experience.

This course is an introduction to patient journey mapping; developed at the Delft University of Technology and applied in improvement of care pathway. Step-by-step, the course visualizes the different stakeholders, phases and actions involved in patient treatment. You will be challenged to pursue new insights and given unique opportunities to learn, observe and question patients and medical professionals, with the opportunity to attend a live broadcasted, interactive surgery.

Subject:
Engineering
Health and Medical Science
Material Type:
Full Course
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
prof.dr.ir. Goossens
Date Added:
01/12/2021
Deutsch im Blick
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CC BY
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This textbook includes all 10 chapters of Deutsch im Blick (2nd ed, 2017). Deutsch im Blick is the web-based first-year German program developed and in use at the University of Texas. It is an open access site with free and open multimedia resources, which requires neither password nor fees.

Subject:
Foreign languages
Language Arts
Material Type:
Full Course
Provider:
University of Texas at Austin
Provider Set:
COERLL
Date Added:
01/13/2021
Digital Mapping and Geographic Information Systems (GIS)
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Educational Use
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Geographic information systems (GIS), once used predominantly by experts in cartography and computer programming, have become pervasive in everyday business and consumer use. This unit explores GIS in general as a technology about which much more can be learned, and it also explores applications of that technology. Students experience GIS technology through the use of Google Earth on the environmental topic of plastics in the ocean in an area known as the Great Pacific Garbage Patch. The use of this topic in GIS makes the unit multidisciplinary, incorporating the physics of ocean currents, the chemistry associated with pollutant degradation and chemical sorption to organic-rich plastics, and ecological impact to aquatic biota.

Subject:
Engineering
Geography
Physical Science
Material Type:
Full Course
Unit of Study
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Andrey Koptelov
Nathan Howell
Date Added:
09/18/2014
Digital Media (Course Files)
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CC BY
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This set of course materials includes lecture slides, activity files, images, quizzes, tests, review questions, and project assignments for Digital Media at Georgia Gwinnett College. The course uses open-source applications such as GIMP and InkScape.

Individual chapters are available for download due to the large file sizes. Web-based assignments to supplement these materials are located on the GGC Wiki: All Digital Media Assignments

Topics covered include:

Digital Images
Image Processing
Audio Processing
Video Processing
Creating Animation

Subject:
Arts and Humanities
Film
Material Type:
Full Course
Provider:
University System of Georgia
Provider Set:
Galileo Open Learning Materials
Author:
Kairui Chen
Shuhua Chen
Date Added:
06/20/2018
Dredging Pumps and Slurry Transport
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The purpose of this course is to convey knowledge of the various physical processes associated with slurry handling and transport during dredging. This knowledge is needed for the design of dredging equipment and for planning efficient equipment operations. The various processes are discussed and theories and simulation models that describe the processes are presented and compared during the course. The course can be broken down into four elements: 1. Pumps and engines a. Pump characteristics and cavitation b. Influence of particles on pump characteristics. 2. Hydraulic transport in pipelines a. Two-phase (solid-liquid) flow through pipelines b. Newtonian slurries c. Non Newtonian slurries d. Inclined and long pipelines. 3. Pump and pipeline systems a. Operation point and areas b. Production factors. 4. Case studies

Subject:
Engineering
Material Type:
Case Study
Full Course
Lecture Notes
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
Dr.ir. A.M. Talmon
Date Added:
01/12/2021
Drinking Water Treatment 1 - Technology
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CC BY-NC-SA
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The course provides the technological background of treatment processes applied for production of drinking water. Treatment processes are demonstrated with laboratory experiments.

Subject:
Environmental sciences
Physical Science
Physics
Material Type:
Full Course
Lecture Notes
Reading
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
J.C. van Dijk
Date Added:
03/05/2016
Drinking Water Treatment 2
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This course deals with the design of drinking water treatment plants. We discuss theory and design exercises.

Subject:
Engineering
Material Type:
Full Course
Lecture
Lecture Notes
Reading
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
Prof.ir. J.C. van Dijk
Date Added:
01/12/2021
EC 201 - Introduction to Microeconomics
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CC BY
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This course introduces the theory of relative prices in a market system, consumer choice, marginal analysis, and the allocation of productive resources among alternative uses in a market economy. Other topics may include market power and price discrimination, public finance, the labor market and environmental policy.

Course Outcomes:
1. Discuss the role scarcity plays in defining economic choices and how individuals, companies and nations resolve these issues.
2. Describe and apply marginal principle, principle of opportunity cost, principle of diminishing returns, comparative advantage, and elasticity.
3. Analyze the relationships between production costs and cost curves.
4. Explain the mechanics of supply and demand and apply the supply and demand model to evaluate markets.
5. Discuss the efficiency and equity of both competitive and noncompetitive markets and how both are impacted by government intervention.
6. Explain, compare and contrast, and apply in context each of the basic market structures - i.e. perfect competition, monopoly, oligopoly and monopolistic competition.

Subject:
Business and Marketing Education
Economics
Material Type:
Full Course
Provider:
Linn-Benton Community College
Author:
Linn Benton Virtual College
Date Added:
01/13/2021
EC 202 - Introduction to Macroeconomics
Unrestricted Use
CC BY
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This course introduces the determination of levels of national income, employment and prices, and the basic causes of fluctuations in the business cycle, the banking system, monetary policy and financial intermediation. Other topics may include international trade and international finance.

Course Outcomes:
1. Discuss the role scarcity plays in defining economic choices and how individuals, companies and nations resolve these issues.
2. Describe and use economic data to evaluate the three basic macroeconomic problems: recession, unemployment, and inflation.
3. Discuss and apply the concepts of economic growth and business cycles to the macro economy.
4. Demonstrate how Gross Domestic Product (GDP) and Real GDP are calculated and explain the uses and limits of both.
5. Discuss and apply the aggregate-demand and aggregate-supply model to analyze short run and long run national economic conditions and the effectiveness of macroeconomic policy.
6. Apply the concepts of comparative and absolute advantage to explain the benefits of trade.

Subject:
Business and Marketing Education
Economics
Material Type:
Full Course
Provider:
Linn-Benton Community College
Author:
Linn Benton Virtual College
Date Added:
01/13/2021
The Early Middle Ages, 284-1000
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Major developments in the political, social, and religious history of Western Europe from the accession of Diocletian to the feudal transformation. Topics include the conversion of Europe to Christianity, the fall of the Roman Empire, the rise of Islam and the Arabs, the "Dark Ages," Charlemagne and the Carolingian renaissance, and the Viking and Hungarian invasions.

Subject:
Arts and Humanities
World history
Material Type:
Full Course
Lecture
Lecture Notes
Syllabus
Provider:
Yale University
Provider Set:
Open Yale Courses
Author:
Paul H. Freedman
Date Added:
01/13/2021
Earth Science
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Some Rights Reserved
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Earth science is the study of our home planet and all of its components: its lands, waters, atmosphere, and interior. In this book, some chapters are devoted to the processes that shape the lands and impact people. Other chapters depict the processes of the atmosphere and its relationship to the planet’s surface and all our living creatures. For as long as people have been on the planet, humans have had to live within Earth’s boundaries. Now human life is having a profound effect on the planet. Several chapters are devoted to the effect people have on the planet. Chapters at the end of the book will explore the universe beyond Earth: planets and their satellites, stars, galaxies, and beyond.

Subject:
Physical Science
Material Type:
Full Course
Textbook
Provider:
Lumen Learning
Provider Set:
Candela Courseware
Date Added:
01/12/2021
Earth Surface Processes in the Critical Zone
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CC BY-NC-SA
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Rapid changes at Earth's surface, largely in response to human activity, have led to the realization that fundamental questions remain to be answered regarding the natural functioning of the Critical Zone, the thin veneer at Earth's surface where the atmosphere, lithosphere, hydrosphere and biosphere interact. EARTH 530 will introduce you to the basics necessary for understanding Earth surface processes in the Critical Zone through an integration of various scientific disciplines. Those who successfully complete EARTH 530 will be able to apply their knowledge of fundamental concepts of Earth surface processes to understanding outstanding fundamental questions in Critical Zone science and how their lives are intimately linked to Critical Zone health.

Subject:
Environmental sciences
Physical Science
Material Type:
Full Course
Provider:
Penn State University
Provider Set:
Penn State's College of Earth and Mineral Sciences (http:// e-education.psu.edu/oer/)
Author:
Tim White
Date Added:
01/13/2021