Introduction to Data Engineering 2025

Roles in Data Science Projects

You will learn about the various professions in the field of Data Science: Data Scientist, Data Analyst, Machine Learning Engineer, and others. We will explore their skills, daily tasks, and the relationships between these roles.

Profession and Skills of a Data Engineer

Most importantly, you will understand who Data Engineers are, what they do, and who they work for. I will show you the skills and tools they need, how their work processes are structured, and the expected salaries in the profession. Additionally, we will delve into the architecture of the Data platform and the tools used at different stages of building a data pipeline.

Machine Learning for Engineers

You will receive an overview of the standard machine learning process, divided into the stages of model training and deployment into production. I will show where exactly the data engineer is involved, as well as discuss working with data and model management.

Projects in Data Science and Data Engineering

Finally, we will analyze the business context of projects in Data Science & Engineering: who sets the goals, what are the phases of a project (including the MVP phase - minimum viable product), and how analytical processes are structured.