This course, which is designed to serve as the first course in the Recommender Systems specialization, introduces the concept of recommender systems, reviews several examples in detail, and leads you through non-personalized recommendation using summary statistics and product associations, basic stereotype-based or demographic recommendations, and content-based filtering recommendations. After completing this course, you will be able to compute a variety of recommendations from datasets using basic spreadsheet tools, and if you complete the honors track you will also have programmed these recommendations using the open source LensKit recommender toolkit. In addition to detailed lectures and interactive exercises, this course features interviews with several leaders in research and practice on advanced topics and current directions in recommender systems.

By the end of this project, you will be able to upload, compose and post Facebook content in Creator Studio. Throughout the tasks, You will be able to bulk upload videos from Facebook creator studio and go live from Facebook creator studio. Moreover, You will be able to cross-post videos across multiple Facebook pages and schedule, backdate and set a Facebook posts expiration date and finally you will be able to create and manage Facebook pages in the creator studio. This guided project is for intermediate users of Facebook Business users since we will develop from the basic knowledge of running a Facebook Page. This project will provide you with the ability to identify and practice all of the tools you need to efficiently post, manage and measure content across all of your Facebook Pages in Creator Studio. It also enables you to take advantage of new features that allow you to manage your Facebook business page. Anyone who manages a Page can use Creator Studio, though your Page role determines the specific information you see and the actions you can take.

Whether you are currently a manager or not, you should now be ready to learn to play a leadership role in a multinational team. Leadership is more than management, and culture greatly affects what is expected of leaders. For instance, some cultures expect their leaders to give directives; others expect them to facilitate so that everyone on the team has a chance for their voice to be heard. No matter which way they lean, you are likely to hear “that’s just the way it’s done” if you try to shake things up. Leadership requires adapting your style to build comfort from team members with different backgrounds than yours while also helping change the narrative for people who don’t want to adapt to your strengths. You need to help others find the levers to pull that work for them to adjust to a cross-cultural environment. As leaders you also need to be constantly learning to prepare for the inevitable changes of the future? By looking into the future, how will different cultures grow, and how will climate change and technology fundamentally alter the line between physical and virtual space. What will all this mean for multinational team leadership in the future?

In this 2-hour long project-based course, you will learn how to create and customize a Weebly website to fit your individual needs. We will be focusing on the free features of Weebly, but we will also explore the paid features for individuals who want to use their website to sell or use other paid features, such as additional customization features and ecommerce tools. Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

Have you ever been glancing through a magazine, or walking down the street when a flash of color catches your eye? It’s something that stands out amidst the din of the pages, or the monotony of a rural street. This is the power of Adobe Photoshop. A power that is limited only by your imagination. Every color of the rainbow (and many that aren’t) are at your fingertips. With just a few clicks of your mouse, you can wield this incredible array of colors to bring your imagination to life, whatever form it takes. In this project, you will learn how to use the Color Picker tool, change its color selection as you see fit, and create swatches that you have only seen before in the depths of your dreams. If that sounds like something that interests you, a single step towards unleashing the power of your creativity, then join me in taking this step in your journey.

PART 1: Job Design, Selection Criteria, Sourcing and Attracting Talent The first step in a recruitment strategy for developing a diverse and inclusive workforce commences with the decision that a job or role is needed, either an existing or new position. In this course, you will learn that unconscious bias is often most evident in the language of job descriptions, selection criteria, and job advertisements. The words and phrases used when writing these materials can unintentionally make certain groups of people feel excluded from applying. You will learn to detect limiting language and develop resources that attract a diverse and capable candidate pool. This course will also introduce you to alternative applicant sourcing strategies, including online platforms and communities. This course represents 'Part 1' of the two-part Diversity and Inclusion Recruitment Strategy series offered by the University of Western Australia. It is also one of four that comprise the Recruiting for Diversity and Inclusion Specialization. Complete all four courses to gain an in-depth understanding of this fascinating and important topic.

Moving to the cloud creates numerous opportunities to start working in a new way and it empowers the workforce to better collaborate and innovate. But it’s also a big change. Sometimes the success of the change hinges not on the change itself, but on how it’s managed. This course will help people managers to understand some of the key challenges associated with cloud adoption, and provide them with a verified in-the-field framework that will assist them in supporting their teams on the change journey. By addressing the human factor of moving to the cloud, organizations increase their chances of realizing business objectives and investing in their future talent.

This course provides the foundation for developing advanced trading strategies using machine learning techniques. In this course, you’ll review the key components that are common to every trading strategy, no matter how complex. You’ll be introduced to multiple trading strategies including quantitative trading, pairs trading, and momentum trading. By the end of the course, you will be able to design basic quantitative trading strategies, build machine learning models using Keras and TensorFlow, build a pair trading strategy prediction model and back test it, and build a momentum-based trading model and back test it. To be successful in this course, you should have advanced competency in Python programming and familiarity with pertinent libraries for machine learning, such as Scikit-Learn, StatsModels, and Pandas. Experience with SQL is recommended. You should have a background in statistics (expected values and standard deviation, Gaussian distributions, higher moments, probability, linear regressions) and foundational knowledge of financial markets (equities, bonds, derivatives, market structure, hedging).

Perfect markets achieve efficiency: maximizing total surplus generated. But real markets are imperfect. In this course we will explore a set of market imperfections to understand why they fail and to explore possible remedies including as antitrust policy, regulation, government intervention. Examples are taken from everyday life, from goods and services that we all purchase and use. We will apply the theory to current events and policy debates through weekly exercises. These will empower you to be an educated, critical thinker who can understand, analyze and evaluate market outcomes.

Begin your exploration of blockchain technologies with a look at fundamental blockchain concepts along with an application in which blockchain technology plays a critical role — cryptofinance. This course also introduces distributed digital systems in terms of software and network architecture, and shows how these systems underlie the functionality of the blockchain. In this and the following courses in the specialization you'll have a chance for hands-on-practice to cement your learning. This course requires the purchase of two books for the completion of assignments: Drescher, D. (2017). Blockchain Basics: A Non-Technical Introduction in 25 Steps. (ISBN-13: 978-1484226032) Antonoupoulos, A. M. (2017). The Internet of Money, Volume Two. (ISBN-13: 978-1947910065)