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Specialization: Foundations of AI and ML

  • Updated on
  • 21 Jun 2022

Courses of the specialization

Compulsory courses:

  • Deep Learning [1] (6 CFU, I semester, II Year)

At least 18 CFU of your choice, of which minimum 6 CFU from the following courses:

  • Advanced Topics in Machine Learning [2] (6 CFU, II Semester, II year, Available from AY 2022/23)
  • Cyber-Physical Systems [3] (6 CFU, II semester, II Year)
  • Computer Vision and Pattern Recognition [4]  (6 CFU, I Semester, II Year)
  • Software Development Methods [5]  (6 CFU, I Semester, II Year)
  • Natural Language Processing [6] (6 CFU, II Semester, II Year)
  • Information theory [7]  (6 CFU, I Semester, II Year)
  • Control Theory [8] (6 CFU, II semester, II year)
  • Unsupervised Learning [9] (6 CFU, II semester, I year)
  • Global and Multi-Objective Optimization [10] (6 CFU, I semester, II Year, Available from AY 2022/23)

and the other 12 CFU from the following: 

  • all the previous ones
  • Stochastic Modelling and Simulation [11] (6 CFU, II semester, II year)
  • Information Retrieval and Data Visualization [12] (6 CFU, I Semester, II Year)
  • Mathematical Optimization [13] (6 CFU, II semester, II Year)
  • Bayesian Statistics [14] (6 CFU, II semester, II year)
  • Statistical Learning for Data Science [15] (6 CFU, II semester, II Year)
  • Advanced Probability [16] (6 CFU, I semester, II Year)
  • Advanced Data Management and Curation [17] (6 CFU, II semester, II Year)

For students of previous academic years: please refer to the study plan of your year of enrollment [18]!

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Source URL:https://dssc.units.it/specialization-foundations-ai-and-ml

Links
[1] https://dssc.units.it/deep-learning [2] http://dssc.units.it/advanced-topics-machine-learning [3] https://dssc.units.it/cyber-physical-systems [4] https://dssc.units.it/computer-vision-and-pattern-recognition [5] https://dssc.units.it/software-development-methods [6] https://dssc.units.it/natural-language-processing [7] https://dssc.units.it/information-theory [8] https://dssc.units.it/control-theory [9] https://dssc.units.it/unsupervised-learning [10] http://dssc.units.it/global-and-multi-objective-optimization [11] https://dssc.units.it/stochastic-modelling-and-simulation [12] https://dssc.units.it/information-retrieval-and-data-visualization [13] https://dssc.units.it/mathematical-optimization [14] https://dssc.units.it/bayesian-statistics [15] https://dssc.units.it/statistical-learning-data-science [16] https://dssc.units.it/advanced-probability [17] http://dssc.units.it/advanced-data-management-and-curation [18] https://dssc.units.it/study-plans-all-academic-years