/uai-mlpr

Repositori untuk mata kuliah Pengenalan Pola di Universitas Al Azhar Indonesia

Primary LanguageJupyter Notebook

Pengenalan Pola Semester Genap 2019/2020

Daftar Topik

  1. Pendahuluan [2x2]
  2. Probabilitas [2x2] [Video]
  3. Distribusi Diskrit [2x2] [Video]
  4. Distribusi Kontinu [2x2] [Video]
  5. Naive Bayes [2x2] [Video]
  6. Dimensionality Reduction [2x2] [Video]
  7. Model Linear [2x2] [Video]
  8. Evaluasi Model [2x2] [Video bag. 1] [Video bag. 2]
  9. Regresi Logistik [2x2] [Video]
  10. Neural Networks [2x2] [Video]
  11. k-Nearest Neighbours [2x2] [Video]
  12. k-Means [2x2] [Video]
  13. Gaussian Mixture Models [2x2] [Video]
  14. Kuliah Tamu oleh Arie Pratama Sutiono [Video]

Praktikum

  1. Distribusi Gaussian dan Naive Bayes
  2. Gradient Descent
  3. Gaussian Mixture Models

Tugas

  1. Model Probabilistik
  2. Klasifikasi Gambar
  3. Model Linear dan Neural Networks
  4. Clustering

Ujian