Page 5 - Learning Dosen
P. 5
Gambar Halaman
Gambar 1 Jaringan Saraf Manusia vs ANN ............................................ 6
Gambar 2 Contoh CNN ........................................................................... 8
Gambar 3 Single Layer ............................................................................ 9
Gambar 4 Multilayer ................................................................................. 10
Gambar 5 Recurrrent Network .................. . ............................................. 11
Gambar 6 Fungsi Aktivasi Linear .............................................................. 12
Gambar 7 Fungsi Aktivasi ReLU ............................................................................................... 12
Gambar 8 Fungsi Aktivasi Layer ............................................................... 13
Gambar 9 Fungsi Aktivasi Bipolar ............................................................. 14
Gambar 10 Fungsi Aktivasi Saturating Linear .......................................... 14
Gambar 11 Fungsi Aktivasi Sigmoid ......................................................... 15
Gambar 12 Arsitektur Jaringan Single Layer Perceptron ...................... 17
Gambar 13 Tabel Fungsi Logika XOR ...................................................... 20
Gambar 14 Ilustrasi Multilayer Perceptron .............................................. 21
Gambar 15 Ilustrasi CNN dari Segi Pemrosesan ..................................... 26
Gambar 16 Proses Konvolusi pada CNN................................................. 27
Gambar 17 Input Gambar pada Convolution Layer ............................ 29
Gambar 18 Teknik Pooling ........................................................................ 30
Gambar 19 Convolution dan Pooling ..................................................... 31
Gambar 20 Convolution Neural Network ............................................... 31
Gambar 21 Penerapan Augmentasi Data pada Gambar Anjing ...... 36
Gambar 22 Arsitektur ANN, input=8 ......................................................... 41
Gambar 23 Arsitektur CNN ....................................................................... 43
iv
