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Machine Learning

Descrizione

Introductory Master's Course to Intelligent Systems (IS) or Artificial Intelligence (AI), taught by award-winning experts of the Swiss AI Lab IDSIA, and USI. The focus is on Machine Learning (ML). According to Computer World (2009), expertise in ML is the top skill sought by IT employers. Today ML is everywhere: search engines use it to improve answers to queries, email programs use it to filter spam, banks use it to predict exchange rates and stock markets, doctors use it to recognize tumors, robots use it to localize themselves and obstacles, video games use it to enhance the player's experience, smartphones use it to recognize objects / faces / gestures / voices / music, etc. After the first few lectures of the basic IS course on ML, IS master students will already know how to train self-learning artificial neural networks to recognize images and handwriting better than any other known method. They will rapidly gain familiarity with state-of-the-art algorithms developed at IDSIA and other AI labs.

 

 

REFERENCES

  • Pattern recognition and machine learning; by Christopher M. Bishop. - New York, NY : Springer, 2006

Persone

 

Schmidhuber J.

Docente titolare del corso

Csordas R.

Assistente

Stanic A.

Assistente

Zuo X.

Assistente

Informazioni aggiuntive

Semestre
Autunnale
Anno accademico
2018-2019
ECTS
6
Lingua
Inglese
Offerta formativa
Master of Science in Artificial Intelligence, Corso di base, Corso, 1° anno

Master of Science in Computational Science, Corso di base, Corso, 2° anno

Master of Science in Informatics, Foundation course, Corso, 1° anno

Master of Science in Informatics, Foundation course, Corso, 2° anno

Master of Science in Management and Informatics, Corso a scelta, Corso, 2° anno

Dottorato in Scienze informatiche, Corso a scelta, Corso, 1° anno (4 ECTS)

Dottorato in Scienze informatiche, Corso a scelta, Corso, 2° anno (4 ECTS)