Master izborni seminar

Uvodna sekcija (tematski format)

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  Opšta sekcija

  • Announcements Forum
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  Teme za seminarske radove

  • 1. Gaussian Conditional Random Fields (GCRF)
    

  • GCRF - short presentation and applications Datoteka
  • Vladan Radosavljevic GCRF Datoteka

    Čitati samo poglavlje 4 (4.1, 4.2 i 4.3)
    

  • 2. Anomaly detection

        OPIS: https://en.wikipedia.org/wiki/Anomaly_detection
    

        PRIMENA: Credit Card Fraud Detection
    

  • Searching for Anomalies by Tom Dietterich URL adresa

    Uvod (ispod prezentacije je tekst za svaki slajd)
    

  • Detekcija anomalija u podacima - pregled Datoteka
  • a) Anomaly Detection in Time Series
    

  • b) Anomaly Detection in Graphs
    

  • 3. Multiplex networks (T)
    

  • Multilayer network Datoteka
  • 4. Reinforcement Learning
    

  • Reinforcement Learning: An Introduction URL adresa

    Predavanje održano u okviru MACHINE LEARNING AND APPLICATIONS GROUP u Beogradu.
    

    
    

  • Math Behind Reinforcement Learning, the Easy Way URL adresa
  • Reinforcement learning Complete Guide URL adresa

    Blog sadrzi sve osnovne koncepte RL-a
    

  • 5. Factorization Machines (FM, FFM, FwFM)
    

  • FM Intro URL adresa
  • Factorization Machines Datoteka
  • 6. Optimization Algorithms (T)
    

  • Types of Optimization Algorithms URL adresa
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  Tema 2
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  Tema 3
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  Tema 4