Monday, November 30, 2020

AP® Psychology - Course 3: How the Mind Works

AP® Psychology - Course 3: How the Mind Works In this psychology course, you will learn about the mind and the psychology of learning, including coverage of classical conditioning, operant conditioning, and social learning. We will look at the psychology and neuroscience of cognition — including memory, thinking and reasoning. The course will conclude with the coverage of language. This course includes video-based lectures and demonstrations, interviews with real research psychologists and a plethora of practice questions to help prepare you for that AP® Psychology exam. This is the third in our six-course AP® Psychology sequence designed to prepare you for the AP® Psychology exam. AP® Psychology - Course 1: What is Psychology AP® Psychology - Course 2: How the Brain Works AP® Psychology - Course 4: How Behavior Works AP® Psychology - Course 5: Health and Behavior AP® Psychology - Course 6: Exam Preparation & Review

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Introduction to Biomedical Imaging

Introduction to Biomedical Imaging Imaging technologies form a significant component of the health budgets of all developed economies, and most people need advanced imaging such as MRIs, X-Rays and CT Scans (or CAT Scans) during their life. Many of us are aware of the misinformation sometimes offered in TV dramas, which either exaggerates the benefits or overemphasizes the risks. This medical imaging course provides an introduction to biomedical imaging and modern imaging modalities. The course also covers the basic scientific principals behind each modality, and introduces some of the key applications, from neurological diseases to cancers. This course includes modules specially designed for the general public, whilst also providing some advanced modules which could contribute to professional development in health, engineering and IT industries.

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Sunday, November 29, 2020

Invasions, Rebellions, and the Fall of Imperial China

Invasions, Rebellions, and the Fall of Imperial China In the 18th century, the Qing Dynasty is at its height; it is the wealthiest, most powerful,&nbsp;most civilized state on earth. And yet the 19th century brought enormous challenges for the Qing and for the place we call China. By the 20th century, a 2,000-year imperial tradition is gone. What happened?In this overview of modern Chinese history, you&rsquo;ll learn about the Qing was forced to engage with the West, the impact of imperialism and dynastic decline, and, ultimately, the causes of the Qing dynasty&rsquo;s fall. This course will cover the effects of opium, how the Qing responded to that epidemic, and how the opium war brought fundamental changes to the country. You&rsquo;ll also learn about the introduction of Christianity in this period, and about the ideology of Chinese salvation.This is a time when intellectuals were wrestling with new western ideas and new western technologies. This course will help you to understand how China engaged with the West, and how this confrontation still resonates today.

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Instructional Design Models

Instructional Design Models In today&rsquo;s interconnected world, online education has exploded with engaging learning experiences infused with interactive digital tools, digital media, and collaborative projects designed to engage dispersed learners. These highly engaging and effective courses are not created by chance - they are created by instructional designers using a careful and systematic design process. In this education and teacher training course, part of the Instructional Design and Technology MicroMasters Program we will look at the history and evolution of online learning. You will explore traditional instructional design models and the progression of the learning design approach to creating online learning experiences. During the instructional design process, it&rsquo;s important to collaborate and work with the many stakeholders involved in the planning and design, especially subject matter experts. You will explore curriculum design, collaboration and questioning techniques to create shared understandings as you develop your outline of an online course.This course is part of the Instructional Design and Technology MicroMaster&rsquo;s program from UMGC. Upon completion of the program and receipt of the verified MicroMaster&rsquo;s certificate, learners may then transition into the full UMGC Master&rsquo;s Program in Learning Design and Technology. See the MicroMasters program page for more information.

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Saturday, November 28, 2020

Executing Breakthrough Innovations with the Three Box Solution

Executing Breakthrough Innovations with the Three Box Solution When companies launch Box 3 innovation initiatives, they typically allot most of their time and energy to the thrilling hunt for the breakthrough idea. That much-ballyhooed burst of inspiration is merely a starting point. The real innovation challenge lies beyond the idea. It lies in a long, hard journey&mdash;from imagination to impact.In this course, part of the Leading Innovation Professional Certificate program, Vijay Govindarajan (VG) reveals how to execute a Box 3 innovation initiative. The crux of the challenge is that business organizations are not designed for innovation; they are designed for ongoing operations. And there are deep and fundamental conflicts between the two.This course is based on the frameworks and ideas from The Three Box Solution: A Strategy for Leading Innovation book. Using three modules, VG shows you how to: Build the right team for your innovation initiative: Determine who will be on the team, how it will be structured, and how it can partner with ongoing operations. Anticipate and prevent conflicts. Run a disciplined experiment: Test assumptions, translate results into new knowledge, and measure progress. The content of this course is relevant for a large corporation, a mid-size business, a startup or a nonprofit organization. Because innovation is a team sport, the course is useful for individuals who intend to advance careers in R&amp;D, Engineering, Manufacturing, Marketing, Sales, Service, Human Resources, Accounting, and Finance.

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Design in Healthcare: Using Patient Journey Mapping

Design in Healthcare: Using Patient Journey Mapping 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 a unique opportunity to learn about four trending healthcare issues each presented by a partnering institution.Furthermore, you will learn about healthcare trends from a team of experts in specific technological domains. Ranging from personalized care to advance manufacturing for healthcare. These sessions will provide you with technological background that will be useful when developing your design concepts.No previous knowledge about health care innovation, design or journey mapping is necessary. &nbsp;

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Friday, November 27, 2020

Strategic Management: From Insight to Decision

Strategic Management: From Insight to Decision Learn how to (re)position your organization, orchestrate strategic alliances and assess strategic options from an ethical perspective. This advanced strategic management course helps you translate strategic insights into smart strategic decisions on positioning, partnering and being socially responsible:Positioning the Firm How can strategy portfolios guide corporate strategy and help decision-makers scope the activities of their organization? How can general strategies help organizations gain competitive advantages in their industries? How can organizations create uncontested market space? Orchestrating Strategic Alliances What is the case for cooperative strategy? When should we move from a competitive to a cooperative mindset? What are strategic alliances and what is their payoff? How can firms build and orchestrate collaborative ecosystems to enhance their (innovative) performance? Embracing Social Responsibility What is the role of business in society? To whom are organizations responsible and for what? How to encourage ethical behavior and reconcile responsibility and profitability? All key ideas from the online lectures are illustrated through a real-life case study on Tesla and its role in the technological transformation of the global automotive industry to help you better prepare for real-life situations in your company.After completing this course you will improve your career qualifications as Business Development Manager, Sales Manager or Consultant. Professionals from the industries of Automotive, IT, Finance, Health Care, Telecommunication and the Energy sector have already completed the course.This course is part of the "Managing Technology &amp; Innovation: How to deal with disruptive change" MicroMasters program designed to teach the critical skills needed to be successful in this exciting field. In order to qualify for the MicroMasters Credential, you will need to earn a Verified Certificate in each of the six courses of the RWTHx MicroMasters program.

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Hyperloop: Changing the Future of Transportation

Hyperloop: Changing the Future of Transportation Is Hyperloop really worth the hype? Is this passenger pod levitating in a vacuum tube a viable alternative to curb the environmental impact of current modes of transport?This revolutionary and more sustainable mode of transportation for passengers or freight can reach speeds of over 1000 kilometers per hour (600mph), decreasing travel time significantly. For example, one could go from Amsterdam to Paris in 30 minutes instead of&nbsp;4 hours, or from New York to Washington in 25 minutes instead of 3 hours.Have you ever wondered how levitation works? How would passengers feel? What will infrastructure costs be?&nbsp; Is the Hyperloop concept technically and commercially viable?Regardless of your background, this course will teach you how this technology works and will prove why it is worth investing in. Key topics include the core concepts behind Hyperloop, current developments in the technology, implementation, standardization and the future solutions Hyperloop will offer and the challenges it faces.Through discussions with fellow participants and critical thinking you will form your own vision and develop your own ideas about this exciting new technology and its future.This course is for anyone interested in the Hyperloop concept. For those seeking more in-depth knowledge, or wanting to pursue a career or conduct research in this field, the course provides additional resources.This course, designed by the Delft Hyperloop Dream Team (winners of the SpaceX Hyperloop Pod Competition in 2017 and runners up in 2018), has been recently updated with the latest research and more in-depth information about topics such as levitation, propulsion, implementation, economics, network and more. This award-winning team consists of TU Delft students, international experts and partner companies who will also share their expertise.

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Thursday, November 26, 2020

Queuing Theory: from Markov Chains to Multi-Server Systems

Queuing Theory: from Markov Chains to Multi-Server Systems Situations where resources are shared among users appear in a wide variety of domains, from lines at stores and toll booths to queues in telecommunication networks. The management of these shared resources&nbsp;can have direct consequences on users,&nbsp;whether it be waiting times or blocking probabilities.&nbsp;In this course, you'll learn how to describe a queuing system statistically, how to model the random evolution of queue lengths over time and calculate key performance indicators, such as an average delay or a loss probability.&nbsp; This course is aimed at engineers, students and teachers interested in network planning.&nbsp;Practical coursework will be carried out using ipython notebooks on a Jupyterhub server which you will be given access to.Student testimonial"Great MOOC ! The videos, which are relatively short, provide a good recap on Markov chains and how they apply to queues. The quizzes work well to check if you've understood." Lo&iuml;c, beta-tester"The best MOOC on edX! I'm finishing week 2 and I've never seen that much care put in a course lab! And I love these little gotchas you put into quizzes here and there! Thank you!" rka444, learner from Session 1, February - March 2018

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As above, so below: An introduction to soils, ecosystems and livelihoods in the Tropics

As above, so below: An introduction to soils, ecosystems and livelihoods in the Tropics Soils form the foundation of sustainable development. They grow our food, fiber and fuel, are a habitat for organisms, buffer and purify water and safeguard archaeological legacies. It is therefore of vital importance to understand how soil properties vary across tropical ecosystems and landscapes, and how these properties affect biodiversity and livelihoods. So if you want to understand tropical soils and want to learn how to keep those soils healthy, this course is for you! You'll need basic knowledge of life sciences.In this course, we will go on virtual excursions to explore the major soils of five biomes: forests, mountains, grasslands, deserts, and wetlands. With the support of JRC and FAO, instructors from KU Leuven and ISRIC will explain which soils develop under certain conditions, what their most important traits are and how those insights can make land use more sustainable. Our partners from different research projects all over the tropics moreover will introduce you to their work and show you real-life examples of how they apply soil knowledge through engaging videos and case studies.

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Wednesday, November 25, 2020

Metabolomics in Life Sciences

Metabolomics in Life Sciences This course is an introduction to metabolomics principles and their applications in various fields of life sciences. We will provide a summary of all steps in metabolomics research; from experimental design, sample preparation, analytical procedures, to data analysis. The course also provides case studies of various kinds of research samples to attract students that are not familiar with metabolomics, providing them enough explanation to utilize metabolomics technology for their respective research fields. Several examples of metabolomics applications will&nbsp;be introduced throughout the lectures. These include examples within food science and technology, metabolic engineering, basic biology, introduction to imaging&nbsp;mass spectrometry, and application in medical science.No previous knowledge on metabolomics is needed but we recommend that students have an&nbsp;undergraduate-level understanding of Biochemistry, Analytical Chemistry, and&nbsp;Biostatistics, and that they learn about basic principles of multivariable analysis prior to taking this course.

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Human Rights Defenders

Human Rights Defenders Human rights defenders are people who have the courage to stand up against injustice.&nbsp; In this online course, you will follow their stories, learn how they mitigate risks and explore the creative ways they use to speak up. You will find out what drives them to take action, witness what defenders can achieve and discover how you can use your voice to defend your rights and those of others. &nbsp; Together we&rsquo;ll explore: The diverse situations of human rights defenders Threats human rights defenders, their friends and families, are facing Strategies to mitigate risks and ways to take action You will be challenged to take part in discussions with other course participants, reflect on human rights issues you care about, and create a practical toolkit that serves as a personal guide to defending human rights.&nbsp;This is Amnesty International&rsquo;s third Massive Open Online Course. Be prepared for active learning, connecting with course participants from across the world and to become part of a global community dedicated to taking action to defend human rights everywhere.This course is also available in Spanish, French, and Arabic.

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Tuesday, November 24, 2020

Introduction to Sociology

Introduction to Sociology Very often we see, hear or experience things that seem "strange" and incomprehensible to us. We start to wonder about the world around us, asking questions like: “How do certain people become billionaires when others are homeless? Why do humans worship Gods or form families? What makes killing in war acceptable but not in any other situation?” If you have ever wondered about these issues and/or other, you aren’t alone. Similar questions have been asked since the beginning of history, and searching for objective answers using scientific research is the goal of sociology. This course is designed to look critically and analytically through different sociological perspectives, including the functionalist, interactionist, conflict and feminist, to help us realize the extent to which society guides our thoughts and actions. The course material provides a fresh, new look at societies and cultures—more objective, full of inquiry and analysis, striving towards social justice and change. Sociology urges us to draw connections between public issues and personal problems, to see the strange as familiar and the familiar as strange, and to examine biography in a historical and social context. Issues of inequalities, social class, race, sexual orientation, disability, age and gender are critically examined within a global perspective in this course. You do not need any prior knowledge of sociological theories or methods to take this class. Bring your life experiences and knowledge, and see how the Sociological Imagination will allow you to dispel cultural myths and reframe reality. This course will cover topics found on the CLEP Sociology exam.

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Herramientas de la Inteligencia de Negocios

Herramientas de la Inteligencia de Negocios Con este curso aprender&aacute;s a tomar decisiones empresariales exitosas. Para ello, aprender&aacute;s el proceso completo desde extraer data, hasta su integraci&oacute;n, visualizaci&oacute;n, depuraci&oacute;n, an&aacute;lisis y uso. Podr&aacute;s transformar data cruda en insumos para la toma de decisiones. Dominar&aacute;s el uso de software, herramientas y sistemas de apoyo.Podr&aacute;s utilizar Power BI como una poderosa herramienta para el an&aacute;lisis de negocios, aprendiendo a utilizar un dashboard para hacer m&aacute;s f&aacute;cil el proceso de decision making y reporting.Este curso online sobre herramientas de business intelligence te permitir&aacute; practicar la teor&iacute;a. Tendr&aacute;s acceso a recursos como tutoriales, casos pr&aacute;cticos y ejemplos de casos reales que nutrir&aacute;n el conocimiento adquirido. Conocer&aacute;s el poder de la data para aplicarla a negocios grandes o peque&ntilde;os.Este es el segundo curso del Programa de Certificaci&oacute;n Profesional de Inteligencia de Negocios. El primero es sobre Estad&iacute;stica aplicada a negocios. Te recomendamos completar ambos para que adquieras conocimiento te&oacute;rico y experiencia pr&aacute;ctica. Tendr&aacute;s el respaldo de la experiencia de Jorge Samayoa, Ph.D. por la Universidad de Purdue.

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Monday, November 23, 2020

Social Work Practice with Individuals, Families, and Small Groups

Social Work Practice with Individuals, Families, and Small Groups This course focuses on the transactional relationships between people and their social environments. You will learn social work practice methods to restore, maintain and promote social functioning as it relates to individuals, families, and small groups. This course integrates content on multiculturalism, diversity, and social justice issues. You will examine social work values and ethics as well as issues of race, ethnicity, gender, sexual orientation, socio-economic status, age, religion, and ability as these relate to social work practice. This course builds off of behavioral and social science theories to inform the practice concepts and skills presented. You will learn how to perform various social work roles (i.e. counselor/clinical social worker, group facilitator, mediator, and advocate), recognizing that these roles must adhere to social work values and ethics. You will learn the importance of developing relationships with clients, colleagues, supervisors, other professionals, and other constituencies. You will learn how to apply skills such as active listening, empathic responding, contracting, and critical and creative thinking in practice. All phases of the social work practice intervention process (i.e. engagement, assessment, intervention and evaluation) are presented and applied with individuals, families, and small groups. You will learn how to assess vulnerabilities and strengths in clients' lives that relate to attributes (e.g. ability, age, class, color, culture, ethnicity, family structure, gender {including gender identity and gender expression}, marital status, national origin, race, religion or spirituality, sex, and sexual orientation) as well as situational and environmental factors relevant to the client's social functioning. You will also learn how to assess risks, barriers, and plan, implement and monitor change strategies and evaluate techniques in order to demonstrate effectiveness. This course is part of the Social Work: Practice, Policy and Research MicroMasters Program offered by MichiganX.

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Marketing enfocado en la estrategia de servicios

Marketing enfocado en la estrategia de servicios El sector servicios &nbsp;(sector terciario) en el siglo XXI ha alcanzado una alt&iacute;sima participaci&oacute;n en el PBI (tambi&eacute;n conocido como PIB) mundial y mantendr&aacute; esta tendencia a ritmo exponencial. Los clientes han cambiado sus h&aacute;bitos de consumo impactados por los avances en las comunicaciones y la disponibilidad de poderosos dispositivos que los conectan a trav&eacute;s de redes utilizando Internet. Est&aacute;n &aacute;vidos por disponer de nuevas experiencias de servicios que tengan en cuenta sus necesidades, problemas y preferencias. Que sean simples de usar, f&aacute;ciles de acceder y disponibles 24 horas en lo posible.&nbsp; Los desaf&iacute;os entonces para la empresa de servicios son: Diferenciarse de sus competidores La creaci&oacute;n de valor para sus clientes El dise&ntilde;o de estrategias destinadas a generar fuertes v&iacute;nculos con ellos ser&aacute;n centrales. Pero, &iquest;c&oacute;mo lograr todo esto?&nbsp; Ese es nuestro desaf&iacute;o en este curso en l&iacute;nea.&nbsp; Trabajaremos desde la estrategia y el marketing, pero no olvidaremos integrar a las operaciones y la gesti&oacute;n de los recursos humanos para lograrlo. Integraremos la estrategia interna a la empresa, con la externa hacia el cliente. Te entrenaremos para que aprendas a observar, analizar y crear experiencias exitosas de servicio. Al finalizar el curso de administraci&oacute;n contar&aacute;s con una amplia caja de herramientas y modelos conceptuales para tu &eacute;xito profesional en servicios y habr&aacute;s disfrutado de una experiencia que adem&aacute;s te mostrar&aacute; muchos ejemplos y situaciones aplicadas que enriquecer&aacute;n tu visi&oacute;n de los negocios y te permitir&aacute;n disponer de los elementos iniciales para crear tu propio proyecto en servicios o para integrarte a un equipo emprendedor exitoso.

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Introducción a la programación en C: Funciones y punteros

Introducción a la programación en C: Funciones y punteros Este curso en l&iacute;nea te permitir&aacute; aprender m&aacute;s conceptos para ampliar tus habilidades de programaci&oacute;n en el lenguaje C. Ahora&nbsp;resolveremos los problemas de forma modular, dividiendo el c&oacute;digo en peque&ntilde;as partes definidas como funciones.En este curso de inform&aacute;tica comenzaremos viendo las funciones sin argumentos y con argumentos, as&iacute; como la forma de devolver informaci&oacute;n cuando finalizan. Tambi&eacute;n estudiaremos el uso de punteros en C, c&oacute;mo se emplean en los argumentos de las funciones y su relaci&oacute;n con cadenas y tablas. Terminaremos trabajando la reserva de memoria din&aacute;mica, una alternativa a la memoria est&aacute;tica que permite que los programas se adapten a los requerimientos de memoria durante su ejecuci&oacute;n.Con ello completar&aacute;s los conocimientos que necesitas para convertirte en un experto en C.Este curso en l&iacute;nea es introductorio, y podr&aacute;s realizarlo tanto si no has programado nunca como si ya tienes experiencia con otros lenguajes. Ten en cuenta que es la tercera parte del programa de Certificaci&oacute;n Profesional: Introducci&oacute;n a la programaci&oacute;n en C. Te recomendamos realizar los 3 cursos para convertirte en un experto programando en C.

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Sunday, November 22, 2020

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Calculus Applied!

Calculus Applied! In this course, we go beyond the calculus textbook, working with practitioners in social, life and physical sciences to understand how calculus and mathematical models play a role in their work. Through a series of case studies, you&rsquo;ll learn: How standardized test makers use functions to analyze the difficulty of test questions; How economists model interaction of price and demand using rates of change, in a historical case of subway ridership; How an x-ray is different from a CT-scan, and what this has to do with integrals; How biologists use differential equation models to predict when populations will experience dramatic changes, such as extinction or outbreaks; How the Lotka-Volterra predator-prey model was created to answer a biological puzzle; How statisticians use functions to model data, like income distributions, and how integrals measure chance; How Einstein&rsquo;s Energy Equation, E=mc2 is an approximation to a more complicated equation. With real practitioners as your guide, you&rsquo;ll explore these situations in a hands-on way: looking at data and graphs, writing equations, doing calculus computations, and making educated guesses and predictions. This course provides a unique supplement to a course in single-variable calculus. Key topics include application of derivatives, integrals and differential equations, mathematical models and parameters. This course is for anyone who has completed or is currently taking a single-variable calculus course (differential and integral), at the high school (AP or IB) or college/university level. You will need to be familiar with the basics of derivatives, integrals, and differential equations, as well as functions involving polynomials, exponentials, and logarithms. This is a course to learn applications of calculus to other fields, and NOT a course to learn the basics of calculus. Whether you&rsquo;re a student who has just finished an introductory Calculus course or a teacher looking for more authentic examples for your classroom, there is something for you to learn here, and we hope you&rsquo;ll join us!

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Saturday, November 21, 2020

Enabling Entrepreneurs to Shape a Better World

Enabling Entrepreneurs to Shape a Better World EXCLUSIVE LIVE SESSION SERIESThree inspiring live sessions are over, but there are more to come. Stay tuned through our bulk emails. You will receive the up-to-date news, once you've registered for the course. +++++++++++++++++++++++Do you want to change the world? Do you want to know how to start? Nowadays, the world needs responsible leaders to solve problems that matter. It is up to us to come up with sustainable solutions to shape a better world. Become an entrepreneur and be part of the change! Join us on this journey that provides you with the latest tools and the mindset to discover the entrepreneur within yourself. By combining lectures from world-renowned speakers like Prof. Muhammad Yunus, Alexander Osterwalder and Hedda Pahlson-Moller with insights from serial social entrepreneurs, we delve into the world of social entrepreneurship. Topics range from business modeling and design thinking to impact creation and social innovation. This course will lead you through your own impact journey where you will get a full perspective of the world of social entrepreneurship and give you the essential insights to boost your entrepreneurial intention and become a real change maker. You are not alone in this journey&mdash;this course will connect you with like-minded people all around the world in order to create a community with different backgrounds, personalities, and perspectives. You will have the opportunity to interact with your peers through a dynamic learning structure that will encourage discussion and idea sharing on a weekly basis. After this course, you will be able to assess entrepreneurial opportunities through the perspective of both impact and business. The tools you acquire will enable you to turn these opportunities into viable social solutions and maximize impact. This course was created by the Social Entrepreneurship Akademie, a cooperation of the Munich Universities and their Entrepreneurship Centers

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Analyzing Big Data with Microsoft R

Analyzing Big Data with Microsoft R The open-source programming language R has for a long time been popular (particularly in academia) for data processing and statistical analysis. Among R's strengths are that it's a succinct programming language and has an extensive repository of third party libraries for performing all kinds of analyses. Together, these two features make it possible for a data scientist to very quickly go from raw data to summaries, charts, and even full-blown reports. However, one deficiency with R is that traditionally it uses a lot of memory, both because it needs to load a copy of the data in its entirety as a data.frame object, and also because processing the data often involves making further copies (sometimes referred to as copy-on-modify). This is one of the reasons R has been more reluctantly received by industry compared to academia. The main component of Microsoft R Server (MRS) is the RevoScaleR package, which is an R library that offers a set of functionalities for processing large datasets without having to load them all at once in the memory. RevoScaleR offers a rich set of distributed statistical and machine learning algorithms, which get added to over time. Finally, RevoScaleR also offers a mechanism by which we can take code that we developed on our laptop and deploy it on a remote server such as SQL Server or Spark (where the infrastructure is very different under the hood), with minimal effort. In this course, we will show you how to use MRS to run an analysis on a large dataset and provide some examples of how to deploy it on a Spark cluster or a SQL Server database. Upon completion, you will know how to use R for big-data problems. Since RevoScaleR is an R package, we assume that the course participants are familiar with R. A solid understanding of R data structures (vectors, matrices, lists, data frames, environments) is required.&nbsp;Familiarity with 3rd party packages such as dplyr is also helpful.edX offers financial assistance for learners who want to earn Verified Certificates but who may not be able to pay the fee. To apply for financial assistance, enroll in the course, then follow this link to complete an application for assistance.

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