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Course unit, curriculum year 2024–2025
DATA.ML.100

Introduction to Machine Learning, 5 cr

Tampere University
Teaching periods
Active in period 1 (1.8.2024–20.10.2024)
Course code
DATA.ML.100
Language of instruction
English, Finnish
Academic years
2024–2025, 2025–2026, 2026–2027
Level of study
Intermediate studies
Grading scale
General scale, 0-5
Persons responsible
Responsible teacher:
Joni Kämäräinen
Responsible organisation
Faculty of Information Technology and Communication Sciences 100 %
Coordinating organisation
Computing Sciences Studies 100 %
Common learning outcomes
Information technology and digital skills
Sustainable development goals
Goal 9: Industry, Innovation and Infrastructure
  • Linear regression
  • Linear classification
  • Probabilistic classification
  • Neural network learning
  • Decision trees and random forests
  • Clustering
  • Manifold learning
  • Reinforcement learning
Learning outcomes
Prerequisites
Compulsory prerequisites
Further information
Learning material
Equivalences
Studies that include this course
Completion option 1

Participation in teaching

26.08.2024 17.10.2024
Active in period 1 (1.8.2024–20.10.2024)