Kuliah “Introduction to Pattern Recognition”

Kelas Introduction to Pattern Recognition di Swiss German University (untuk Bachelor semester 5). Hari ini kuliah penutup, dan kami berfoto bersama. Materi yang dibahas semester ini:

  • Nearest Neighbor Classifier
  • Naive Bayes
  • Multilayer Perceptron + Backpropagation Algorithm : perhitungan manual forward pass & backward pass
  • Partitional Clustering : k-Means Clustering dan perhitungan SSE (Sum Square Error)
  • Hierarchical Clustering : Complete Linkage clustering, Single link clustering + evaluasi memakai Cophenetic Correlation Coefficient
  • Support Vector Machine
  • Self Organizing Map
  • Feature Subset Selection ( wrapper vs filter, sequential forward selection, sequential backward selection, sequential floating forward selection )
  • Introduction to Deep Learning ( AlexNet, DeepFace, Residual Network)
  • Application of Pattern Recognition : membahas aplikasi biometrik pada anak-anak (usia dimana pattern sidik jari belum stabil), pengaruh ageing (penuaan) pada face recognition
  • Meminta siswa mengikuti artificial intelligent summit 10-13 November 2020, merangkum materi yang diminati dan menulis opini terhadap materi tsb.

Mungkin belum optimal, tapi rasanya materi itu paling lengkap di antara yg pernah saya ajarkan selama ini.

Tentang Anto Satriyo Nugroho

My name is Anto Satriyo Nugroho. I am working as research scientist at Center for Information & Communication Technology, Agency for the Assessment & Application of Technology (PTIK-BPPT : Pusat Teknologi Informasi & Komunikasi, Badan Pengkajian dan Penerapan Teknologi). I obtained my doctoral degree (Dr.Eng) from Nagoya Institute of Technology, Japan in 2003. My office is located in Serpong, Tangerang Selatan City. My research is on pattern recognition and image processing with applied field of interests on biometrics identification & development of computer aided diagnosis for Malaria. Should you want to know further information on my academic works, please visit my professional site at http://asnugroho.net
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