CSCE802141 Teori Komputasi Lanjut
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Semester genap 2017/2018
4 sks

Sinopsis:
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Untuk semester ini, topik yang ditelaah adalah mathematical 
foundations for Machine Learning.

This course provides a theoretical account of the fundamental 
ideas underlying machine learning and the mathematical 
derivations that transform these principles into practical 
algorithms. This course also includes a discussion of the 
computational complexity of learning.

Referensi:
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1) Shai Shalev-Shwartz and Shai Ben-David. 
   UNDERSTANDING MACHINE LEARNING: From Theory to Algorithms. 
   Cambridge University Press, 2014.

2) Ian Goodfellow and Yoshua Bengio and Aaron Courville.
   DEEP LEARNING.
   MIT Press, 2016. 
    
Prasyarat:
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Matematika Diskret
Aljabar Linear
Probabilitas
Desain & Analisis Algoritma
Sistem Cerdas