Kurikulum 2024

Kode Mata KuliahMA3053 / 3 SKS
Penyelenggara101 - Matematika / FMIPA
KategoriKuliah
Bahasa IndonesiaEnglish
Nama Mata KuliahPembelajaran MesinMachine Learning
Bahan Kajian
  1. Pengenalan Pembelajaran Mesin
  2. Review: pemodelan linear, peubah acak
  3. Pemrosesan awal data
  4. Pendekatan Bayesian pada pembelajaran mesin
  5. Algoritma supervised learning: Bayesian, logistic regression, K nearest neighbour, Support Vector Machines
  6. Algoritma unsupervised learning: K means dan Mixture Model
  7. Metode sampling dasar dalam Pembelajaran Mesin
  8. Pengayaan: metode lain/terbaru dalam Pembelajaran Mesin
  1. Introduction to Machine Learning
  2. Review: linear modeling, random variables
  3. Data preprocessing
  4. Bayesian approach to machine learning
  5. Supervised learning algorithm: Bayesian, logistic regression, K nearest neighbour, Support Vector Machines
  6. Unsupervised learning algorithm: K means and Mixture Model
  7. Basic sampling methods in Machine Learning
  8. Other/latest method in Machine Learning
Capaian Pembelajaran Mata Kuliah (CPMK)
  1. Memiliki pemahaman mengenai masalah-masalah dalam pembelajaran mesin
  2. Memiliki pengetahuan dan kemampuan untuk menerapkan algoritma supervised learning (klasifikasi) dalam pembelajaran mesin
  3. Memiliki pengetahuan dan kemampuan untuk menerapkan algoritma unsupervised learning (klastering) dalam pembelajaran mesin
  1. Have an understanding of problems in machine learning
  2. Have the knowledge and ability to apply supervised learning (classification) algorithms in machine learning
  3. Have the knowledge and ability to apply unsupervised learning (clustering) algorithms in machine learning
Metode PembelajaranDiskusi Kelompok Pembelajaran Kolaboratif Studi kasus/pembelajaran berbasis masalahGroup discussion Collaborative Learning Case studies/problem-based learning
Modalitas PembelajaranLuring/Bauran Sinkron KelompokOffline/Hybrid Synchronous Group
Jenis NilaiABCDE
Metode PenilaianUjian, Tugas, PraktikumExams, Assignments, Practicum
Catatan Tambahan