| Kode Mata Kuliah | EL4032 / 3 SKS |
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| Penyelenggara | 132 - Teknik Elektro / STEI |
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| Kategori | Kuliah |
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| Bahasa Indonesia | English |
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| Nama Mata Kuliah | Dasar Sistem Kendali Cerdas | Fundamental of Intelligent Control System |
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| Bahan Kajian | - Pengantar
- Machine Learning : Supervised vs Unsupervised
- Regresi
- Klasifikasi
- Fenomena Overfitting dan Regularisasi
- Jaringan Saraf Tiruan
- Multilayer Perceptron
- Deep Neural Networks (Convolutional Neural Networks)
- Evaluasi Kinerja
- Jaringan Saraf Tiruan untuk Identifikasi Sistem dan Kendali
| - Introduction
- Machine Learning : Supervised vs Unsupervised
- Regression
- Classification
- Overfitting Phenomenon and Regularization
- Artificial Neural Network
- Multilayer Perceptron
- Deep Neural Networks (Convolutional Neural Networks)
- Performance evaluation
- Artificial Neural Networks for Identification System and Control
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| Capaian Pembelajaran Mata Kuliah (CPMK) | - Memahami dan mampu menggunakan algoritma machine learning dalam melakukan regresi dan klasifikasi
- Mengevaluasi kinerja machine learning
- Membangun model non parametrik sistem sederhana berbasis jaringan saraf tiruan dan pemanfaatannya pada sistem kendali
| - Able to understand and apply machine learning algorithms for regression and classification
- Able to evaluate machine learning performance
- Able to build non-parametric model of simple systems based on artificial neural networks and its utilization in control systems
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| Metode Pembelajaran | Ceramah, DIskusi, Studi Kasus, Belajar Mandiri | Lectures, Discussions, Case Studies, Independent Study |
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| Modalitas Pembelajaran | Luring, Daring, Bauran | Offline, Online, Hybrid |
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| Jenis Nilai | ABCDE |
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| Metode Penilaian | Tugas, Ujian, Presentasi | Assignment, Exam, Presentation |
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| Catatan Tambahan | | |
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