Edistynyt tiedonhallintaLaajuus (5 op)

Osaamistavoitteet

You know the possibilities and differences between advanced database technologies and architectures, like data lakes, data warehouses, vector databases and time-series databases.
You know the basics of data schemas and modeling
You know common use cases regarding machine learning applications and advanced database technologies

Sisältö

Introduction to data lakes and data warehouses
Introduction to vector databases
Introduction to time-series databases
Common advanced database applications in machine learning environment
Data schemas and modeling
Common security features regarding database systems

Esitietovaatimukset

Basics of programming, Basics of web programming, Basics of databases

Arviointikriteerit, tyydyttävä (1)

You are aware of the basic features of advanced database technologies and architectures, like data lakes, data warehouses, vector databases and time-series databases.
You know the basics of data schemas and modeling, and can use them in databases by following instructions.
You can do some of the common basic operations regarding advanced database technologies by following instructions.

Arviointikriteerit, hyvä (3)

You know basic features and common use cases of advanced database technologies and architectures, like data lakes, data warehouses, vector databases and time-series databases.
You know how to use basic data schemas and modeling in databases
You can do basic common operations regarding advanced database technologies by following instructions.

Arviointikriteerit, kiitettävä (5)

You know multiple features and common use cases of advanced database technologies and architectures, like data lakes, data warehouses, vector databases and time-series databases.
You know how to use advanced data schemas and modeling in databases
You can do common operations regarding advanced database technologies by following instructions.