Online courses directory (1728)
Statistics 2 at Berkeley is an introductory class taken by about 1,000 students each year. Stat2.3x is the last in a sequence of three courses that make up Stat2x, the online equivalent of Berkeley's Stat 2. The focus of Stat2.3x is on statistical inference: how to make valid conclusions based on data from random samples. At the heart of the main problem addressed by the course will be a population (which you can imagine for now as a set of people) connected with which there is a numerical quantity of interest (which you can imagine for now as the average number of MOOCs the people have taken). If you could talk to each member of the population, you could calculate that number exactly. But what if the population is so large that your resources will not stretch to interviewing every member? What if you can only reach a subset of the population?
Stat 2.3x will discuss good ways to select the subset (yes, at random); how to estimate the numerical quantity of interest, based on what you see in your sample; and ways to test hypotheses about numerical or probabilistic aspects of the problem.
The methods that will be covered are among the most commonly used of all statistical techniques. If you have ever read an article that claimed, "The margin of error in such surveys is about three percentage points," or, "Researchers at the University of California at Berkeley have discovered a highly significant link between ...," then you should expect that by the end of Stat 2.3x you will have a pretty good idea of what that means. Examples will range all the way from a little girl's school science project (seriously – she did a great job and her results were published in a major journal) to rulings by the U.S. Supreme Court.
The fundamental approach of the series was provided in the description of Stat2.1x and appears here again: There will be no mindless memorization of formulas and methods. Throughout the course, the emphasis will be on understanding the reasoning behind the calculations, the assumptions under which they are valid, and the correct interpretation of results.
Statistics 2 at Berkeley is an introductory class taken by about 1000 students each year. Stat2.2x is the second of three five-week courses that make up Stat2x, the online equivalent of Berkeley's Stat 2.
The focus of Stat2.2x is on probability theory: exactly what is a random sample, and how does randomness work? If you buy 10 lottery tickets instead of 1, does your chance of winning go up by a factor of 10? What is the law of averages? How can polls make accurate predictions based on data from small fractions of the population? What should you expect to happen "just by chance"? These are some of the questions we will address in the course.
We will start with exact calculations of chances when the experiments are small enough that exact calculations are feasible and interesting. Then we will step back from all the details and try to identify features of large random samples that will help us approximate probabilities that are hard to compute exactly. We will study sums and averages of large random samples, discuss the factors that affect their accuracy, and use the normal approximation for their probability distributions.
Be warned: by the end of Stat2.2x you will not want to gamble. Ever. (Unless you're really good at counting cards, in which case you could try blackjack, but perhaps after taking all these edX courses you'll find other ways of earning money.)
The fundamental approach of the series was provided in the description of Stat2.1x and appears here again: There will be no mindless memorization of formulas and methods. Throughout the course, the emphasis will be on understanding the reasoning behind the calculations, the assumptions under which they are valid, and the correct interpretation of results.
FAQ
- What is the format of the class?
- Instruction will be consist of brief lectures and exercises to check comprehension. Grades (Pass or Not Pass) will be decided based on a combination of scores on short assignments, quizzes, and a final exam.
- How much does it cost to take the course?
- Nothing! The course is free.
- Will the text of the lectures be available?
- Yes. All of our lectures will have transcripts synced to the videos.
- Do I need to watch the lectures live?
- No. You can watch the lectures at your leisure.
- Will certificates be awarded?
- Yes. Online learners who achieve a passing grade in a course can earn a certificate of achievement. These certificates will indicate you have successfully completed the course, but will not include a specific grade. Certificates will be issued by edX under the name of BerkeleyX, designating the institution from which the course originated.
- Can I contact the Instructor or Teaching Assistants?
- Yes, but not directly. The discussion forums are the appropriate venue for questions about the course. The instructors will monitor the discussion forums and try to respond to the most important questions; in many cases response from other students and peers will be adequate and faster.
- Do I need any other materials to take the course?
- If you have any questions about edX generally, please see the edX FAQ.
This course is an introduction to steel, exploring its history and cultural context, where it comes from, how it works, why we use so much of it, and how we might use it in the future.
It is delivered in a lively manner using everyday examples, demonstrations, and film footage of steel making.
Biological systems are dynamic, complex, and made of many parts. In the past, scientists often tried to understand them by examining each constituent part. However, this approach was unsuccessful in many cases because the parts of any complex biological system can “interact” with each other and understanding such interaction is critical.
In this biology and life sciences course you will learn about systems biology, a holistic approach to understanding biological complexity, focusing on how all of the parts of a system work together. This course will teach you the basic concepts of systems biology, including engineering principles and tools developed for dynamic systems (e.g., robots) to better model and understand biological dynamics.
You will learn how simple math operations, addition and multiplication, can be used to model and simulate dynamic biological behaviors. Different types of “gene circuits” will be modeled and simulated using Octave Online, a web-based programming tool.
This course is geared towards secondary/ high school STEM (Science, Technology, Engineering and Math) educators and students. Basic programming skills will be taught in a step-wise manner so no prior programming experience or knowledge is necessary.
Three things are clear about today’s music industry: The consumption of music is expanding at the greatest rate in history and from the most portals ever imagined, the cost of producing music is decreasing, and the number of artists creating and seeking to expose their work and develop careers through the Internet has increased dramatically. As demand grows and Internet piracy wanes, ad-supported and subscription models will generate unprecedented revenues that will surpass even the best of past earnings. And, many astute “music industry-watchers” predict a steep rise in business activity and trade earnings by the end of the decade.
Whether you’re a music creator, consumer, or facilitator of this process, you’ll want to understand the history, underpinnings, and basics of the music business. This course has been developed to provide students with the latest instruction on the best way for creators, consumers, and facilitators to navigate the resurgence of one of the world’s most exciting industries: the music business. Course author John Kellogg—administrator, educator, entertainment lawyer, performer, and radio and television personality—offers students the opportunity to learn the fundamental principles of the developing new music business, for now and into the future.
Brought to you by the IEEE team that publishes the National Electrical Safety Code, this MOOC presents an introduction to the 2017 edition of the NESC and explains its purpose, scope, methodology, some basic rules and their application, as well as an overview of code adoption procedures, effective dates and more.
The course is intended for the general public and utility workers (employees and contractors) designing or implementing practical safeguards during the installation, operation, and maintenance of electric supply and communication facilities.
There are no pre-requisites for participants. Students and professionals, even those not in the electrical engineering field, will be able to access the course. Also, the participation of code enforcers, researchers, standards development representatives, and other interested parties is expected. Everyone is invited.
Verified students are eligible to earn Continuing Education Units (CEUs) and Professional Development Hours (PDHs), valid toward continuing education requirements for many professional certifications.
According to Islamic tradition, the Quran is not simply an inspired scripture. It is a divine book brought down from heaven by the angel Gabriel to the Prophet Muhammad, and its message is the key to heaven. Join us for an exploration of the scripture that is the word of God to over a billion people.
This course will introduce you to various aspects of the Quran, including its basic message, the historical context in which it originated, the diverse ways in which Muslims have interpreted it, and its surprisingly intimate relationship with the Bible. By the end of the course, you will gain an appreciation for the perspectives of Muslim believers and academic scholars alike on the origins and the meaning of the Islamic scripture. No background in Islam or Arabic is necessary for this course.
Join us as we discover a text which inspires many and remains at the heart of fascinating scholarly debates.
This course is part of the Microsoft Professional Program Certificate in Front-End Web Development.
Want to write organized code for your website that you can easily manage and maintain? TypeScript is the answer to building scalable web applications. TypeScript lets you write JavaScript the way you want to. TypeScript is a typed superset of JavaScript that compiles to plain JavaScript. It works on Any browser. Any host. Any OS. TypeScript is open source and has attracted the attention of a big community of web developers who are continuously contributing to the wealth of the language making it the language for web development. TypeScript brings all the next-generation features of ECMAScript 6 like Arrow Functions, Decorators, Generics, Modules and Interfaces. In this course, you'll learn all the basics of TypeScript and will have hands-on using features of TypeScript such as types, optional static types, classes, interfaces, and modules. You will learn how TypeScript has solved many issues developers have suffered from with JavaScript. You will learn how TypeScript has made web development more fun and easier. You will be doing all this using the most recent released version of the language TypeScript 2.3.
This course will cover all you need to know to get up and running and start building functional websites using TypeScript 2.3
We assume that you have a general understanding of either JavaScript or another programming language. This course will not teach you JavaScript or the fundamentals of programming so if you haven't programmed before, be sure to set aside extra time so you can explore some basic concepts and skills that may be foreign to you. Object Oriented Programming (OOP ) experience is not required but is a big plus to understand concepts like classes and inheritance in TypeScript. Familiarity with HTML is also very helpful for this course.
If you are familiar with JavaScript, many of the concepts in TypeScript will be familiar but we'll cover some concepts that may be new to you and show you how TypeScript can enhance your JavaScript programming.
Knowing TypeScript is becoming more and more a must have skill for web development since many of the web development libraries now are using TypeScript. For example, TypeScript is a must when it comes to using Angular 2 in a web application. TypeScript also can be used in server-side applications. Knowing TypeScript is your way to become a full stack developer. Therefore, if you are considering a career in web development, TypeScript is an important gear in your tool box or skillset.
Urology is the clinical science of diseases within the genitourinary system of males and females. Anatomically it includes diseases in the upper urinary tract like the kidneys and ureters, the lower urinary tract like the urinary bladder and urethra, and the male inner and outer genitals like the prostate, testicles and the epididymis.
Many of the symptoms from these organs belong to the top 100 most common symptoms for which patients seek help. This course will set you on a path to a basic understanding of the most common symptoms from the genitourinary system.
You might think that urology merely is a surgical specialty but that opinion couldn’t be more wrong. Today urology is a speciality including numerous new and common non-surgical and pharmacotherapeutic alternatives. Our goal for participants taking this course is to gain knowledge and instill confidence in basic clinical reasoning within the urological field.
The course will include clinically relevant cases.
Please follow us using #KIUrologyX
This UX course provides an introduction to the fields of UX research and design. Learners will gain an understanding of what is involved in UX research, including conducting interviews, evaluating systems, and analyzing systems using principles of good design. Learners will also learn about the work involved in UX Design, including the generation of promising design solutions and the creation of prototypes at multiple levels of fidelity. By interleaving successive phases of UX Research and Design, learners will see how to learn from inevitable mistakes and improve towards a product with a great UX.
This course is part of the User Experience (UX) Research and Design MicroMasters Program offered by MichiganX.
This UX course provides an introduction to the field of user experience (UX) design.
You will learn about the work involved in UX Design, including identifying user needs, designing and prototyping interactive systems, and evaluating systems to make sure they work for users.
This UX course provides an introduction to the field of UX research. Learners will gain an understanding of what is involved in UX research, including conducting interviews, evaluating systems, and analyzing systems using principles of good design.
Water is essential for life on Earth and of crucial importance for society. Water also plays a major role in affecting climate. Its natural cycle, from ocean to atmosphere by evaporation, then by precipitation back to land returning via rivers and aquifers to the oceans, has a decisive impact on regional and global climate patterns.
For students of engineering, climate science and environmental studies, this course offers a first introduction to the physics of water systems and their role in climate. In addition, we show you the state-of-the-art engineering interventions that can be applied to water systems. These can improve coastal safety and increase the availability of water supplies worldwide.
The course welcomes students from all over the globe, so we actively encourage discussion of water and climate issues you may experience in your location, now and in the coming decades.
After taking this course, you will be able to:
- Understand the different processes at play in the global water cycle.
- Identify and describe the flows of water and sand in different riverine, coastal and ocean systems.
- Identify mechanisms of climate change and explain the interplay between climate change, sea level, clouds, rainfall and future weather.
- Explain why, when and which engineering interventions are needed in rivers, coastal and urban environments.
- Explain why water for food and water for cities are the main challenges in water management and propose solutions.
- Explain and confront the challenges in better understanding and adapting to the impact of climate change on water over the coming 50 years.
The course consists of knowledge clips, movies, exercises, and exam assignments. There are opportunities to discuss course materials with your fellow students and the Course Team through our online forum. We also provide interactive feedback video sessions in which the lecturers discuss issues raised by students.
Delft University of Technology (TU Delft) has a unique reputation when it comes to water and climate, with faculty experts in the fields of climate research, water management and hydraulic engineering. The course introduces you to many aspects of water and climate: from the micro scale of raindrops to the macro scale of oceans, and from understanding the physics of the different water systems to practical engineering solutions that may help societies adapt to the present and future impacts of climate change on water.
Together with the courses "Drinking water treatment" and "Urban Sewage Treatment" this course forms the Water XSeries, from the Faculty of Civil Engineering and Geosciences at TU Delft.
LICENSE
The course materials of this course are Copyright Delft University of Technology and are licensed under a Creative Commons Attribution-NonCommercial-
In today’s Internet-driven world, accessibility is a critical requirement for any web application. After all, what good is the technology that connects us all, if all of us can’t connect with it?
Along with the benefits of inclusion, accessibility carries with it a very real financial incentive: poorly designed, inaccessible web applications can incur incredible repair costs when they are deemed to be out of compliance with legal requirements.
In this course, we will teach you the guidelines and best practices required to create a new web application from scratch. You’ll also learn how to repair inaccessible sites as they exist right now.
We’ll discuss the legal landscape behind accessibility, as well as the importance of making your web pages readable by all users. You’ll learn how to test throughout the building phase so that you can be sure you are on the right track as you create new sites and applications.
Interested in learning how to quickly automate basic administrative operations? Windows PowerShell is rapidly becoming the solution that IT Pros turn to with its powerful combination of a scripting language, command line speed, and GUI tools.
This self-paced course is an introduction to Windows PowerShell where you’ll get an opportunity to discover how to create your own scripts for automated batch processing. Learn how to replace manual, repetitive, and time-consuming operations with an automated solution for both local and remote scenarios.
This fundamentals course will help you prepare for other edX Windows Server and Microsoft Azure courses. See why now might be the time to discover Windows PowerShell.
Interested in gaining the basic skills needed to use Windows Server technology to power the next generation of optimized networks, applications, and web services?
This self-paced course is an introduction to Windows Server where you’ll have an opportunity to learn the basics of installing and administering the Windows Server 2012 server operating system.
This fundamentals course will prepare you for more advanced courses in Windows Server administration. The course content will also help you prepare for the Windows Server 2012 Microsoft Certified Solution Architect (MCSA) examinations.
This course is intended to introduce experienced C# programmers to the Xamarin.Forms framework. Xamarin.Forms lets you build mobile applications using C# and then run them on the most popular mobile platforms today. If you are not familiar with the C# programming language, it is recommended that you visit this Programming with C# course to learn the fundamentals of the language before proceeding through this course.
Xamarin.Forms takes code sharing to the next level by allowing you to share not just your application logic in a cross-platform fashion, but also the UI definition. Unlike other technologies, applications that rely on the Xamarin.Forms framework are 100% completely native applications that look and feel natural on each platform.
With Xamarin.Forms, you can write your application code once, and then build a native application that utilizes that code to run on almost any iOS, Android or Windows device including Windows 10. Your business logic can be written in C# (or any other .NET capable language) and your UI can either be defined in code, or in the XAML markup language.
Interested in developing applications for the Universal Windows Platform? This programming course from Microsoft covers the core XAML skills you’ll need to get started in creating Windows applications.
By completing this XAML course, you will gain experience developing XAML markup and C# code using Visual Studio 2015. We’ll cover both beginner and intermediate tasks that are required to developer professional applications for the Universal Windows Platform. You’ll complete hands-on labs to learn the essential XAML programming tasks that are the basic components of real-world applications that are distributed between a wide variety of devices including desktop computers, laptops, tablets, phones, gaming consoles, microcontrollers, interactive whiteboards and augmented reality devices.
Want to learn how individuals and businesses make the decisions that drive our economy - and use those skills to ace the Microeconomics AP® exam? This is the course for you!
This economics course is an introduction to basic microeconomic principles. You will learn how individuals make decisions ranging from what type of goods to buy to how many hours to work, and how firms make decisions ranging from how many workers to hire to what prices to charge. You will study how to evaluate economic outcomes from the perspective of efficiency and fairness, and discuss the proper role of the government in determining these outcomes.
This course will cover all material that is required for the Microeconomics AP® exam. It will cover this material through a mix of intuitive explanations, real-world applications, and graphical and mathematical supplements that explore the content in more depth. By the end of the course, not only will you have an understanding of the most important principles of microeconomics, but you’ll be able to use these principles to better understand the workings of the real world around you!
*Advanced Placement® and AP® are trademarks registered and/or owned by the College Board, which was not involved in the production of, and does not endorse, these offerings.
Course videos are presented in Korean with English subtitles.
Physics is considered as one of the most difficult subjects in science. Often, physics lectures are flooded with heavy formulae, including calculus. In this course, efforts have been made to help students feel physics in addition to learning. Using minimal algebra without calculus, most of the key concepts in classical mechanics have been explained. Various real physics demonstrations also help students to grasp physics from everyday experience.
034.005-1x is the first part of “Introductory Physics (034.005)”, which is taught to the first year undergraduate students of Seoul National University. The course covers the basics of Newtonian mechanics including oscillations and wave phenomena. The second part, focusing on fluid dynamics and thermal physics, will be offered in Fall of 2014.
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