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Bab 1 – Introduction
00:00
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Basic MATLAB programming
11:00
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Mathematics and matrix operations
30:00
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MATLAB scripts and functions
20:00
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Plotting and data visualization
08:30
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Bab 2 – Data science
06:00
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Data Mining
03:00
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Diagram Venn (data analysis,data mining, machine learning)
03:00
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Machine Learning
04:00
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Data Analysis : Metode Simple Additive Weighting (SAW)
04:00
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Algoritma Metode Simple Additive Weighting (SAW)
03:00
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Praktik Metode Simple Additive Weighting (SAW)
28:00
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Machine Learning : K-Nearest Neighbor (KNN)
04:00
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Algoritma K-Nearest Neighbor (KNN)
04:00
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Praktik K-Nearest Neighbor (KNN)
04:00
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Data Analysis : Jaringan Syaraf Tiruan (JST)
04:00
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Algoritma Jaringan Syaraf Tiruan (JST)
03:00
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Praktik Jaringan Syaraf Tiruan (JST)
07:00
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BAB 3 – Citra Digital
15:00
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Akuisisi Citra Digital
01:00
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Pengolahan Citra (Image Processing)
03:00
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Pengenalan Pola (Pattern Recognition)
06:00
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Computer Vision
15:00
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Aplikasi Pengolahan Citra : Segmentasi Citra Medis
05:00
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Aplikasi Pengenalan Pola : Klasifikasi Kualitas Biji Kopi
02:00
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Deep Learning
03:00
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Aplikasi Deep Learning : Klasifikasi Jenis Jambu Biji
00:00
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Transfer Learning
03:00
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Aplikasi Transfer Learning : Jenis Penyakit Daun Kopi
02:00
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Praktik Citra Digital
15:00
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Praktik Analisis Citra : Histogram
05:00
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Praktik Konversi Citra Grayscale menjadi Biner
05:00
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Bab 4 – Video Processing
15:00
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Penerapan Video Processing : Frame Extraction
08:00
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Praktik Frame Extraction
05:00
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Penerapan Video Processing : Background Substraction
14:00
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Praktik Background Substraction
12:00
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Penerapan Video Processing : Skin Detection
02:00
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Praktik Skin Detection
06:00
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Penerapan Video Processing : Lane Detection
03:00
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Praktik Lane Detection
06:00
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Audio Processing
05:00
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Penerapan Audio Processing : Deteksi Kebisingan Motor
04:00
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Praktik Deteksi Kebisingan Motor
05:00
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Penerapan Audio Processing : Klasifikasi Suara Anak Tuna Wicara
02:00
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Praktik Klasifikasi Suara Anak Tuna Wicara
07:00
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Bab 5 – Persamaan GUIDE dan App Designer
05:00
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Perbedaan GUIDE dan App Designer
20:00
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GUIDE
04:00
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Praktik GUIDE : Grafik Gerak Parabola
25:00
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Praktik GUIDE Export to MATLAB-file
05:00
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Praktik GUIDE Migrate to App Designer
03:00
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Praktik App Designer: Konversi Suhu
15:00
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Praktik GUIDE : Metode SAW dan Import Export Data
06:00