Machine Learning Algorithms

This course is an exciting opportunity to work on a real-world use case with 365’s own data! In this project, we will be analyzing how students engage with the platform in terms of time spent learning, favorite courses, exam performance, free-to-paid conversion rate, subscription lifetime, and much more. The necessary technologies are MySQL for data preparation and analysis, and Tableau for data visualization. At the end of the course, you’ll have produced a five-page interactive dashboard containing various visualizations. You will gain a solid understanding of how to conduct a real-life data project and visually convey information professionally and intuitively.

Analyzing customer behavior based on data is becoming a necessity for any business to understand their consumer base. In this course, you’ll learn how to define and analyze customer churn metrics such as customer retention rate, customer resubscription rate, customer lifetime value, and more. We will work with a real database, query it using MySQL, and create a Tableau dashboard based on the customer data. You will learn how to create maps cohort tables, how to use Tableau filters and much more.

This course is an exciting opportunity to work on a real-world use case with 365’s own data! We will delve into the dashboard creation process focusing on company growth. This will be a complete and self-sufficient project: from conceptualizing the most important metrics to acquiring the data through SQL, preprocessing it if necessary, to visualizing it with Tableau. The goal is to help you develop your dashboard skills by showing you what the creation process entails and giving you tips for every step. For this reason, we will be using data from the 365 platform.

We designed this course as an end-to-end machine learning algorithm resource. You can either go through it sequentially to learn the algorithms or use it as a reference. What is different about these courses is that we focus on the practical implications of these algorithms rather than just high-level theory and toy examples. We tell you how these are used in the real world and insights around when and why you may or may not want to use them in practice. We are also major believers in open source, so we included all the resources that we used to make this course alongside our lectures for you to directly reference.