| Kode Mata Kuliah | FI3271 / 3 SKS |
|---|
| Penyelenggara | 102 - Physics / FMIPA |
|---|
| Kategori | Lecture |
|---|
| Bahasa Indonesia | English |
|---|
| Nama Mata Kuliah | Analisis Data dengan Mesin Pembelajaran | Data Analysis with Machine Learning |
|---|
| Bahan Kajian | - Cara berfikir komputasi dan perancangan algoritma
- Konsep mesin pembelajaran: supervised learning dan unsupervised learning
- Distribusi probabilitas
- Model linier untuk regresi dan klasifikasi
- Metoda sampling
- Jaringan saraf tiruan
- Regresi Gaussian untuk pelatihan medan gaya atomik
- Algoritma genetik dan evolusi
- Optimasi Bayesian
| - Computational thinking and algorithm design
- Learning machine concepts: supervised learning and unsupervised learning
- Probability distribution
- Linear models for regression and classification
- Sampling method
- Artificial neural networks
- Gaussian regression for atomic force field training
- Genetic algorithms and evolution
- Bayesian Optimization
|
|---|
| Capaian Pembelajaran Mata Kuliah (CPMK) | - Mampu menjelaskan konsep dasar berpikir komputasi
- Merancang algoritma untuk pemecahan problem sistem fisis dan pengolahan datanya
- Mengimplementasikan metoda mesin pembelajaran untuk analisa data problem fisis
- Mampu melaporkan hasil karya ilmiah dalam bentuk lisan maupun tulisan
- Mampu bekerja secara efektif, baik secara individu maupun dalam grup
| - Able to explain the basic concepts of computational thinking
- Designing algorithms for solving physical system problems and processing data
- Implementing machine learning methods for analyzing physical problem data
- Able to report the results of scientific work in oral and written form
- Able to work effectively, both individually and in groups
|
|---|
| Metode Pembelajaran | Ceramah, diskusi kelompok | Lectures, group discussions |
|---|
| Modalitas Pembelajaran | Luring sinkron, bauran/daring asinkron | Synchronous offline, asynchronous mixed/online |
|---|
| Jenis Nilai | ABCDE |
|---|
| Metode Penilaian | Ujian Tengah Semester, Ujian Akhir Semester, Tugas, dan Kuis | Midterm Exam, Final Exam, Assignments, and Quizzes |
|---|
| Catatan Tambahan | MKPB | |
|---|