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Certificate Course
SQL for Data Science
IBM
Much of the world's data lives in databases. SQL or Structured Query Language is a powerful programming language that is used for communicating with and extracting various data types from databases. A working knowledge of databases and SQL is necessary to advance as a data scientist or a machine learning specialist. The purpose of this course is to introduce relational database concepts and help you learn and apply foundational knowledge of the SQL language. It is also intended to get you started with performing SQL access in a data science environment. The emphasis in this course is on hands-on, practical learning. As such, you will work with real databases, real data science tools, and real-world datasets. You will create a database instance in the cloud. Through a series of hands-on labs, you will practice building and running SQL queries. You will also learn how to access databases from Jupyter notebooks using SQL and Python. No prior knowledge of databases, SQL, Python, or programming is required.
Level: Introductory

Certificate Course
Analytics for the Classroom Teacher
Curtin University
Do you want to be more reflective in your teaching practice and wonder if there are technologies that can help? Are you curious about how data-driven, evidence-based teaching practices can improve your students’ learning? This is the course for you! Analytics for the Classroom Teacher is an introduction to the emerging field of teaching and learning analytics from the perspective of a classroom teacher. Experts from all over the world will provide an overview of the current state-of-the-art in teaching and learning analytics. You’ll learn how teachers, curriculum developers and policy makers are collecting and analysing data from the classroom to help guide decisions at all levels. The course will then focus on the school teacher, and how data analytics can help you to make improvements in your classroom. You’ll learn to use analytics to improve your lesson plans and your delivery of those plans, and discover more about your students' learning. No previous knowledge in data-driven instruction, teaching and learning analytics is needed. Join us and a large community of innovative teachers from around the globe and become a pioneer of teaching and learning analytics in your school.
Level: Introductory

Certificate Course
Shakespeare's The Merchant of Venice: Shylock
Harvard University
In the first act of William Shakespeare’s The Merchant of Venice , the Jewish moneylender Shylock proposes a “merry sport” to the merchant Antonio: he will lend Antonio the money he needs if Antonio agrees to let Shylock take a pound of his flesh should he default. Shylock calls this contract a “merry bond,” and Shakespeare’s First Folio calls the play a comedy. But what does Shylock want from the bond, and how merry does the play ultimately prove? In this course, Harvard professor Stephen Greenblatt guides learners through an in-depth exploration of the character of Shylock. You'll learn about Jewish history in Europe, how early audiences might have responded to the play, and the history of the play’s production through the twenty-first century. With short video lectures, readings from the play, and explorations of adaptations, you will develop critical tools with which to unlock the play's possible meanings. If you're reading The Merchant of Venice for the first time, this course is a great introduction. If you're reading it for the hundredth time, it is the perfect chance to renew your understanding of one of Shakespeare’s most polarizing plays.
Level: Introductory

Professional Certificate
Análisis de datos para la toma de decisiones empresariales
Universidad Galileo
Hoy en día, el análisis de información es vital para la toma de decisiones en las empresas y para medir el desempeño de las mismas, por lo que es importante crear bases de datos que permitan realizar análisis estadísticos simples, bivariados y multivariados. El programa de Certificación Profesional “Análisis de datos para la toma de decisiones empresariales”, está integrado por 2 cursos impartidos por el Dr. Samuel Reyes, Vicedecano de la Facultad de Ciencia, Tecnología e Industria de Universidad Galileo y especialista en manejo de datos. En el primer curso “Análisis estadístico con Excel” aprenderás los conceptos estadísticos básicos para realizar un análisis aplicado de datos utilizando Excel. En el segundo curso “Análisis multivariable en SPSS” conocerás y aplicarás varios métodos de análisis de datos multivariables, para el diseño de productos considerando sus características multi atributos o para segmentar mercados. Al finalizar el programa de Certificación Profesional de “Análisis de datos para la toma de decisiones empresariales” en la ruta verificada obtendrás 3 certificados que validarán el conocimiento adquirido en cada uno de los cursos. Certificados verificados a obtener: Análisis estadístico con Excel Análisis Multivariable en SPSS Programa de Certificación Profesional de “Análisis de datos para la toma de decisiones empresariales”
Level: All Level

Certificate Course
МатематичеÑкие и инÑтрументальные методы машинного обучениÑ
National Research Nuclear University
Обработка и анализ больших данных предÑтавлÑет Ñобой новую практичеÑкую задачу, требующую навыков работы Ñ Ñовременным инÑтрументарием. Ð’ наÑтоÑщее Ð²Ñ€ÐµÐ¼Ñ Ð´Ð°Ð½Ð½Ñ‹Ðµ называют «нефтью 21 века», они накапливаютÑÑ Ð² корпоративных и гоÑударÑтвенных информационных ÑиÑтемах, Ñоциальных ÑетÑÑ…, веб-блогах и Ñайтах и потенциально ÑвлÑÑŽÑ‚ÑÑ Ñ†ÐµÐ½Ð½Ñ‹Ð¼ реÑурÑом Ð´Ð»Ñ Ð¸Ð·Ð²Ð»ÐµÑ‡ÐµÐ½Ð¸Ñ Ð½Ð¾Ð²Ñ‹Ñ… знаний, инÑайтов Ð´Ð»Ñ Ð½Ð°ÑƒÑ‡Ð½Ñ‹Ñ… иÑÑледований, Ð¿Ð¾Ð²Ñ‹ÑˆÐµÐ½Ð¸Ñ ÑффективноÑти и конкурентоÑпоÑобноÑти предприÑтий. Методы интеллектуального анализа больших данных, таким образом, предÑтавлÑÑŽÑ‚ Ñобой тот необходимый инÑтрумент Ð´Ð»Ñ Ð²Ñ‹ÑÐ²Ð¾Ð±Ð¾Ð¶Ð´ÐµÐ½Ð¸Ñ Ñтого потенциала. ÐšÑƒÑ€Ñ Â«ÐœÐ°Ñ‚ÐµÐ¼Ð°Ñ‚Ð¸Ñ‡ÐµÑкие и инÑтрументальные методы машинного обучениÑ» входит в чиÑло базовых при подготовке Ñовременных ÑкономиÑтов-математиков на уровне магиÑтров. Изучение диÑциплины позволит Ñтудентам получить и развивать навыки анализа и диагноÑтики проблем Ñкономики, Ñовременных методов их решениÑ, а также ознакомитьÑÑ Ñ Ñовременной Ñпецификой иÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¾Ð¿ÐµÑ€Ð°Ñ†Ð¸Ð¹ в зарубежных и отечеÑтвенных организациÑÑ…. ЦелÑми и задачами курÑа ÑвлÑÑŽÑ‚ÑÑ: формирование у будущих магиÑтров фундаментальных общеÑкономичеÑких и еÑтеÑтвеннонаучных знаний; оÑвоение магиÑтрантами математичеÑких и инÑтрументальных методов машинного обучениÑ; иÑпользование Ñовременных информационно-коммуникационных технологий в профеÑÑиональной деÑтельноÑти; закрепление профеÑÑиональных навыков в облаÑти Ð¿Ñ€Ð¾Ð³Ð½Ð¾Ð·Ð¸Ñ€Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¾Ñновных Ñоциально-ÑкономичеÑких показателей деÑтельноÑти предприÑтиÑ, отраÑли, региона и Ñкономики в целом. Ð’ курÑе иÑпользованы инновационные подходы: включение в факультетÑкую ÑиÑтему «ИÐФОМИФИСТ» 18 уроков лекций курÑа Ñ Ñ‚Ñ€ÐµÐ½Ð¸Ð½Ð³Ð°Ð¼Ð¸ и контрольными вопроÑами, Ð¿Ñ€Ð¾Ð²ÐµÐ´ÐµÐ½Ð¸Ñ Ð·Ð°Ñ‡ÐµÑ‚Ð° в Ñлектронном формате Ñ Ð¸Ð½Ð´Ð¸Ð²Ð¸Ð´ÑƒÐ°Ð»ÑŒÐ½Ð¾Ð¹ идентификацией Ñтудентов логин, пароль и троекратной возможноÑтью переÑдачи. Компетенции по решению задач в анализе данных Ñ Ð¿Ð¾Ð¼Ð¾Ñ‰ÑŒÑŽ методов машинного обучениÑ, будут получены Ñтудентами поÑле Ð¿Ñ€Ð¾Ñ…Ð¾Ð¶Ð´ÐµÐ½Ð¸Ñ ÐºÑƒÑ€Ñа «МатематичеÑкие и инÑтрументальные методы машинного обучениÑ». Изучение диÑциплины позволит выработать навыки поÑтановки и Ñ€ÐµÑˆÐµÐ½Ð¸Ñ Ð¿Ñ€Ð¾Ð±Ð»ÐµÐ¼ Ñ€Ð°Ð·Ð²Ð¸Ñ‚Ð¸Ñ Ð¾Ñ€Ð³Ð°Ð½Ð¸Ð·Ð°Ñ†Ð¸Ð¸, развить творчеÑкое мышление ÑпециалиÑтов в облаÑти ÑиÑтемного анализа и бизнеÑ-моделированиÑ, выработать умение решать управленчеÑкие проблемы в конкретной ÑкономичеÑкой Ñитуации.
Level: Introductory

Certificate Course
NP-Complete Problems
The University of California, San Diego
Step into the area of more complex problems and learn advanced algorithms to help solve them. This course, part of the Algorithms and Data Structures MicroMasters program, discusses inherently hard problems that you will come across in the real-world that do not have a known provably efficient algorithm, known as NP-Complete problems. You will practice solving large instances of some of these problems despite their hardness using very efficient specialized software and algorithmic techniques including: SAT-solvers Approximate algorithms Special cases of NP-hard problems Heuristic algorithms
Level: Intermediate

Certificate Course
Effective Communication for Today's Leader
Tecnológico de Monterrey
Interpersonal communication is one of the most important management skills: everyday we relate with our bosses, collaborators, customers and colleagues. Being a good communicator is synonym to being a good leader. Interpersonal and group communication helps us to create better business environments, and therefore, to have better results.
Level: Intermediate

Certificate Course
Financial Accounting
ACCA
Keen to learn about recording and summarising financial transactions? Want to look at financial statements and understand the numbers you are seeing? Start learning today with this Financial Accounting course, where you’ll be wowed with the comprehensive lessons taking you on a journey from double entry bookkeeping right through to preparing and interpreting a set of financial statements. Financial Accounting is an important branch to the finance function of a business, without it the financial health and prospects of a business would not be determinable. This course delves deeper into the recording, processing, reporting and summarising of business transactions and events. This course is especially beneficial if you want to: Equip yourself with the knowledge to undertake a role working as a junior within a financial accounting department Launch your own business and need an understanding of financial accounting Prepare for the ACCA’s exam in Financial Accounting (FA) There is no prior knowledge required. Start learning today and accelerate your business and finance acumen. To check availability of this course in your country please click here. This course does not offer an edX certificate. Those learners who would like to earn an award will have the opportunity to register with ACCA as a student, take computer based exams and gain the ACCA Diploma in Accounting and Business. You can find your nearest ACCA exam centre on the ACCA website.
Level: Intermediate

Certificate Course
Modern Japanese Architecture Part 1: From Meiji Restoration to the Pacific War
Tokyo Institute of Technology
First, we'll begin from the year 1868 with Japan's emergence as a new nation. Its new and increasingly Western-style capital city of Tokyo grew upon the foundations of a far smaller seventeenth-century town called Edo surrounding a feudal castle. Before long, changing building methods and materials foretold a different age. By the turn of the twentieth century, a strong contrast between the old-style, low, wooden, Japanese structures and up-to-date modern buildings, first distinguished by red brick and later by industrially produced materials, was clearly visible to any and all.We'll discuss the intensive process of Westernization set in motion by Japan's imitation of European and American lifestyles. From that angle, we'll see how architects began to seek out their own version of early twentieth-century Modernism. As a starting point, Japanese practice followed the novel rational and "functionalist" innovations of the Franco-Swiss architect Le Corbusier and the stripped-down and up-to-date approach of Walter Gropius, director of the famous German art school known as the Bauhaus. Meanwhile, Japan had embarked upon educating its own architects, who were no longer the older skilled master carpenters trained on site. A distinct, if frequently eclectic, style evolved with a few younger Japanese seeking experience abroad. Our course seeks to discuss and illustrate the roots of Modernist building in Japan over approximately three quarters of a century in Part 1.
Level: Intermediate

Certificate Course
Building Humor Into Virtual Teams
Naomi Bagdonas and Connor Diemand-Yauman
Hear that? It's the sound of rubber meeting road. If the first course of this program was about getting your team in the Humor-Mobile, and the second course was about putting fuel in the tank, this course is about putting your foot on the gas. So buckle up and turn off the child-lock. It's time to dive headfirst into strategies for activating and institutionalizing a culture of levity. First, you’ll review behavioral research the fun kind illuminating the benefits of humor on teams, and why it’s worth weaving into the fabric of your organization and company culture. Next, you’ll learn about the three drivers of a culture of levity - legends, rituals, and offers - and how each can be used to take the levity, humor, and joy on your remote team to new heights. Finally, you’ll evaluate the legends, rituals, and offers of your organization today, and explore how they can be changed or augmented with more levity. This is Course 3 of 3 in the Remotely Humorous Program taught by Naomi Bagdonas and Connor Diemand-Yauman are leading experts who have taught at Stanford's Graduate School of Business. They’ve teamed up with comedic minds from The Onion, Funny Or Die, and many more impressive comedy mainstays to create a fun, interactive learning experience, focused on cultivating humor and levity in virtual teams and empowering you to show up at work more authentically, effectively, and joyfully.
Level: Introductory

Certificate Course
Fundamentos TIC para profesionales de negocios: Aplicaciones empresariales
Universitat Politècnica de Valencia
Este curso forma parte de una serie de 5 cursos de introducción al uso de sistemas de información en las empresas que te introducirá en el apasionante mundo de las TIC. La serie de cursos está pensada para que un profesional de un campo ajeno a las tecnologÃas de la información financiero, administrativo o gerencial adquiera los conocimientos básicos en TecnologÃas de la Información necesarios para poder relacionarse de forma más provechosa con los especialistas en informática y telecomunicaciones de su empresa u otras corporaciones con las que tenga relación, siendo capaz de especificar requerimientos, evaluar cargas de trabajo y supervisar resultados de forma mucho más efectiva. En este curso, aprenderás los conceptos básicos sobre las herramientas TIC más usadas en la empresa, los paquetes ofimáticos, el correo electrónico, los sistemas de conferencia y los sistemas de gestión integrada como el ERP siglas en inglés de Planificador de Recursos de la Empresa , CRM Gestor de Relaciones con Clientes , SCM Gestión de la Cadena de Suministro o BI Inteligencia de negocios , entre otros. También te explicaremos los fundamentos de los sistemas operativos que gestionan los ordenadores, la base tecnológica de Internet y cómo funcionan los navegadores y servidores web, con conceptos como hosting, cookies, javascript, servidores dinámicos. Al completar la serie de 5 cursos, estarás preparado para relacionarte de forma eficaz con los especialistas del sector de las TecnologÃas de la Información.
Level: Introductory

Certificate Course
U.S. Healthcare Systems
Doane University
This course is part of the Certified Lifestyle Medicine Executive MicroMasters program which consists of 9 courses and a capstone exam. After completing the program, you can also apply to Doane University to complete your MBA online for approximately $10,500 (learn more about the program here). Healthcare delivery system reform and innovation are crucial topics in healthcare. Understanding organizations and current delivery systems help leaders understand why there are poor outcomes and create pathways for change. Exposure to other efficient and cost-effective models will allow learners to incorporate these ideas into their own healthcare delivery. Learners who take this course will be able to analyze the structure of the U.S. healthcare system and how healthcare is delivered, its impact on population health outcomes, and comparative analysis. This course is part of the Certified Lifestyle Medicine Executive MicroMasters program. For an introduction to lifestyle medicine, see the Lifestyle Medicine Competencies Professional Certificate program.
Level: Intermediate

Certificate Course
Fundamentals of Java EE Development
Red Hat
This course will provide you with an introduction to Java EE using Red Hat JBoss Developer Studio and Red Hat JBoss Enterprise Application Platform. Through hands-on labs, you will transform a simple Java SE command line into an enterprise application that uses various Java EE specifications, including Enterprise Java Beans, Java Persistence API, and JAX-RS for REST services. This course will benefit developers that already have a strong foundation in Java SE and want to learn the basic skills and concepts that are necessary to be an enterprise Java Developer.
Level: Intermediate

Certificate Course
The Medieval Icelandic Sagas
The University of Iceland
The Medieval Icelandic Sagas is an introductory course on the single most characteristic literary genre of Medieval Iceland. Mainly written in the 13th century, the Icelandic Sagas are comprised of roughly 40 texts of varying length. In this course, you will learn about three Sagas, written at different times, with the aim of giving an overview of the writing period and the genre as a whole. These are Eyrbyggja Saga, Njáls Saga and Grettis Saga. We will explore the landscape and archaeology of Iceland to see how they can add to our understanding of the Sagas as well as take an in-depth look at the most memorable characters from the Sagas. Participants will have opportunities to engage with an online community of Icelandic and international scholars, learners and others to explore topics relating to Icelandic and Nordic Medieval history beyond the course curriculum. The Medieval Icelandic Sagas course is associated with a two-year international master’s program in Viking and Medieval Norse Studies at the University of Iceland.
Level: Intermediate

Certificate Course
Data Science Implementation - Discrete Time Signals and Systems
Rice University
Technological innovations have revolutionized the way we view and interact with the world around us. Editing a photo, re-mixing a song, automatically measuring and adjusting chemical concentrations in a tank: each of these tasks requires real-world data to be captured by a computer and then manipulated digitally to extract the salient information. Ever wonder how signals from the physical world are sampled, stored, and processed without losing the information required to make predictions and extract meaning from the data? Students will find out in this rigorous mathematical introduction to the engineering field of signal processing: the study of signals and systems that extract information from the world around us. This course will teach students to analyze discrete-time signals and systems in both the time and frequency domains. Students will learn convolution, discrete Fourier transforms, the z-transform, and digital filtering. Students will apply these concepts in interactive MATLAB programming exercises (all done in browser, no download required). Learners should have strong problem solving skills, the ability to understand mathematical representations of physical systems, and advanced mathematical background (one-dimensional integration, matrices, vectors, basic linear algebra, imaginary numbers, and sum and series notation). This course is an excerpt from an advanced undergraduate class at Rice University taught to all electrical and computer engineering majors.
Level: Advanced
