MLOps (5 op)
Toteutuksen tunnus: MS00CN45-3001
Toteutuksen perustiedot
Ilmoittautumisaika
02.12.2023 - 15.01.2024
Ajoitus
15.01.2024 - 30.04.2024
Opintopistemäärä
5 op
Toteutustapa
Lähiopetus
Yksikkö
Tekniikka ja liiketoiminta
Opetuskielet
- Suomi
- Englanti
Koulutus
- Insinööri (ylempi AMK), Data Engineering and AI
- Tradenomi (ylempi AMK), Data Engineering and AI
Opettaja
- Tommi Tuomola
Ryhmät
-
YDATIS23Insinööri (ylempi AMK), Data Engineering and AI
-
YDATTS23Tradenomi (ylempi AMK), Data Engineering and AI
- 15.01.2024 08:30 - 11:45, Machine Learning Engineering for Production MS00CN45-3001
- 16.01.2024 12:30 - 16:00, MLOps MS00CN45-3001
- 13.02.2024 12:30 - 16:00, MLOps MS00CN45-3001
- 12.03.2024 12:30 - 16:00, MLOps MS00CN45-3001
- 16.04.2024 12:30 - 16:00, MLOps MS00CN45-3001
Tavoitteet
After completing the course, the students can
- describe and understand how MLOps projects operate
Sisältö
- Process and tools for Machine Learning Engineering for Production (MLOps)
Oppimateriaalit
Teacher provided lecture material
Supporting public online material
Teacher provided virtual machines
All needed material (or at least a link to them) will be available in itslearning.
Opetusmenetelmät
Contact learning, practical assignments, independent study
Pedagogiset toimintatavat ja kestävä kehitys
Given examples and exercises support each topic studied during the lectures. Additional material in the form of tutorials and reliable information sources is provided.
Opiskelijan ajankäyttö ja kuormitus
Contact hours 16 h
Inpendent studying 119h, including:
- Studying the course material
- Completing assignments
- Project
Sisällön jaksotus
Chosen topics from MLops, Dataops and Devops for artificial intelligence and data engineering students.
Viestintäkanava ja lisätietoja
Itslearning and contact classes are the main communication channels used on this course.
The student is required to have a computer capable of running a simple Ubuntu virtual machine.
Arviointiasteikko
H-5
Arviointimenetelmät ja arvioinnin perusteet
Assignments returned throughout the course
Small project at the end of the course