ILMU DATA LANJUT
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Umum
Pengumuman
Diktat Kuliah Ilmu Data Lanjut
Pekan 1 - Similarity-based feature selection
Slide - Perkenalan dan similarity-based feature selection
Video - Feature Selection Introduction
Contoh notebook simple feature selection
Soal Praktikum similarity-based feature selection
Pekan 2 - Statistical -based feature selection
Slide - Statistical-based feature selection
Contoh notebook feature selection dan HPO
Soal Praktikum Statistical -based feature selection
Pekan 3 - Information-theoretical-based feature selection
Slide - Information-theoretical-based feature selection
Soal praktikum Information-theoretical-based feature selection
Pekan 4 - Noise dan Discrete Wavelet Transform (DWT)
Slide - Information Theory and Probability
Slide - Materi Digital Signal Processing
Slide - Materi Digital Signal Processing 2
Video - PyWavelets
Pekan 6 - Ensemble Bagging
Slide - Ensemble Learning
Video - Ensemble Learning
Soal praktikum Ensemble
Pekan 7 - Ensemble Boosting dan Voting
Slide - Ensemble Learning
Pekan 8 - Deep Learning
Slide - Pengenalan Deep Learning
Video - Pengenalan Deep Learning
Contoh notebook deep learning
Soal praktikum Deep Learning
Pekan 9 - Clustering
Video - Clustering
Pekan 11 - Review model deployment (save dan load model)
Slide - Machine Learning Model Deployment
Video - Save and load model
Soal praktikum model deployment
Pekan 12 - Membangun Rest API machine learning
Slide - Machine Learning Model Deployment
Video - Rest API menggunakan Flask
Pekan 13 - Tugas Besar
Slide - Tugas Besar
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Bahasa Indonesia (id)
English (en)
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VSI3C3-29036
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Info Kursus
Depan
Kursus
FAKULTAS ILMU TERAPAN (FIT)
PRODI D3 SISTEM INFORMASI (FIT)
VSI3C3-29036
Penjelasan
ILMU DATA LANJUT
Pengajar:
DEDY RAHMAN WIJAYA
Pengajar:
WAWA WIKUSNA