Machine Learning and Big Data
During the course, students will learn how to use machine learning tools for business applications and how to analyze data with modern machine learning methods and interpret the results of modelling. Students will learn tools for big data analysis that are industrial and market standards for now.
IT Project Management
The purpose of this course is to learn the principles of effective project planning and management with key details as needs analysis, task separation, workflow planning, resource allocation, risk management, tasks tracking and performance evaluation. Students will know the key functions of the project manager and will understand the management features of IT projects and Big Data analysis projects as well as management tools to deal with these projects.
End to End Sample Machine Learning Project
This course offers students to develop a prototype of a predictive modelling product from scratch based on a machine learning model. It covers step from setting a business task to deploying a microservice on a cloud platform. Within the whole project, students will have to go through the entire path of a data analyst and Data Science specialist – data collecting, exploratory data analysis, choice of the relevant metric, modeling and testing. Project will be ended with the model’s deployment into a production cloud environment.
Corporate Data Essentials
This course describes data lifecycle in a company from the very beginning to a deep dive in a subject of data governance. The course focuses on the data that appears at different levels of the company's organizational structure, the impact of industry-specific features on the structure of the data and its evolution within company. The course discovers topics from business problems solved by different companies using data to different models of working with data in the company. Students will get acquainted with the main types of data warehouse architectures, gain knowledge in the field of modern solutions to store and process data and the principles to design data models.
Enterprise Architecture and Business Modeling Based on Data Analysis
The enterprise architecture provides a structured approach to strategy implementation, which allows company to transform efficiently. The course includes the analysis and design of the enterprise IT architecture from the point of view of business and technology. Students will learn key benefits and underlying concepts, methodology, and core tools to describe enterprise architecture. The course also covers services to help with integration of business planning and technology.