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
Pengumuman Akademis
Sinopsis CSCE802141 - Teori Komputasi Lanjut - 2018
Sejauh ini, baru ada 2 orang yang mendaftar. Kalau kurang dari 5 peserta,
maka Fakultas akan membatalkan matakuliah ini untuk semester ini.