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  3. MLOps Fundamentals (LTAT.02.038)
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MLOps Fundamentals 2025/26 spring

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

Practice submission Instructions

  • A zip file of the entire homework directory must be submitted , which contains all the necessary information.
  • Name the folder you are packing with your registration number.
  • The deadline for each submission is 11:59pm next Thursday, a day before the next practice. Late submissions will not be evaluated.

Practices

Week 1 - February 13 - No Practice

Week 2 - February 20 - No Practice

Week 3 - February 27 - Train a ML model

  • Practice
  • slides
  • data
  • Submit your zip file here
    You must be logged in and registered to the course in order to submit solutions.

Week 4 - March 6 - Dataset Versioning

  • slides
  • practice
  • new-data
  • Submit your zip file here
    You must be logged in and registered to the course in order to submit solutions.

Week 5 - March 13 - Track and Compare Model Experiments

  • updated lecture
  • practice home work
  • Submit your zip file here
    You must be logged in and registered to the course in order to submit solutions.

Week 6 - March 20 - Experiment Tracking with MLflow

  • practice
  • test data
  • Submit your zip file here
    You must be logged in and registered to the course in order to submit solutions.

Week 7 - March 27 - Containerization

  • practice task
  • Submit your zip file here
    You must be logged in and registered to the course in order to submit solutions.

Week 8 - April 3 - Continuous Integration

  • No home work for this as we finished it in class

Week 9 - April 10 - Orchestration

  • lecture slides
  • codes
  • practice homework
  • Submit your zip file here
    You must be logged in and registered to the course in order to submit solutions.

Week 10 - April 17 - Deploy a Model

  • practice homework
  • Submit your zip file here
    You must be logged in and registered to the course in order to submit solutions.

Week 11 - April 24 - Reading assignment/guest lecture

Week 12 - May 1 - Reading assignment/guest lecture

Week 13 - May 8 - Time for projects

Week 14 - May 15 - Time for projects

Week 15 - May 22 - Oral Exam/ Presentation

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