Institute of Computer Science
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  1. Courses
  2. 2025/26 spring
  3. MLOps Fundamentals (LTAT.02.038)
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MLOps Fundamentals 2025/26 spring

  • Pealeht
  • Loengud
  • Praktiline
  • Lugemisülesanded
  • Projekt
  • Viited

Lectures

Week 1 - February 12 - No lecture

Week 2 - February 19 - MLOps basics

  • lecture slides

Week 3 - February 26 - MLOps basics

  • lecture slides

Week 4 - March 5 - Data Management and Versioning

  • lecture slides

Week 5 - March 12 - Experiment Tracking

  • codes
  • lecture slides

Week 6 - March 19 - Experiment Tracking with MLflow

  • lecture slides
  • codes

Week 7 - March 26 - Containerization for ML

  • lecture slides
  • codes
  • docker commands

Week 8 - April 2 - Continuous Integration

  • lecture slides
  • codes
  • data

Week 9 - April 9 - Orchestration

  • slides
  • commands and codes

Week 10 - April 16 - Kubeflow / Local Deployment

  • lecture slides
  • kubeflow pipelines installation
  • code

Week 11 - April 23 - Reading assignment/guest lecture

Week 12 - April 30 - Reading assignment/guest lecture

Week 13 - May 7 - Time for projects

Week 14 - May 14 - Time for projects

Week 15 - May 21 - Oral Exam/ Presentation

  • Institute of Computer Science
  • Faculty of Science and Technology
  • University of Tartu
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