PENGGALIAN DATA S2TE-38-RB1 [FAV]
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Profil Mata Kuliah
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TOPIK 1. PENGENALAN PHYTON, PLATFORM GOOGLE COLAB, LIBRARY NUMPY DAN PANDAS
1. LECTURE NOTE
2. ASSIGNMENT
3. QUIZ
4. FORUM DISCUSSION
5a. LINK EXTERNAL 1. Playlist Belajar Python
5b. LINK EXTERNAL 2. Google Colab Tutorial for Beginners | Get Started with Google Colab
5c. LINK EXTERNAL 3. Playlist Belajar NumPy
5d. LINK EXTERNAL 4. Complete Python Pandas Data Science Tutorial! (Reading CSV/Excel files, Sorting, Filtering, Groupby)
Topik 2 dan 3: Data Understanding 1 (Mengumpulkan Data , Menelaah Data dengan Metoda Statistik)
Lecture Note: Mengumpulkan Data dan Menelaah Data
Assignment 2
Pertemuan 4: Data Preparation
Lecture Note: Data Preparation
Assignment 4
data Preparation
Pertemuan 5: Transformasi Data
Lecture Note: Transformasi Data
Assignment 5: Transformasi data
Transformation Data
Pertemuan 6: Data Understanding Visualization
Lecture Note: Data Understanding with Visualization
Source Code
Assignment 6
Regresi
Lecture Note Machine Learning
Lecture Note: Regresi
Quiz: Regression
Task of Regression
Klasifikasi
Lecture Note: Klasifikasi
Quiz: Binary and Multiclass Classification
Task of Classifications
Clustering
Materi Clustering
Tugas Clustering
Clustering
Quiz Clustering
Feature Reduction
Materi Feature Reduction
Contoh program PCA (SVD & EVD) dan LDA
Association Rule Mining
Materi Association Rule Mining
Tugas Assoc. Rule Mining
Contoh paper terkait Association Rule Mining
Contoh Program Association Rule Mining
Privacy Preserving Data Mining
Privacy Preserving Data Mining
Tugas Besar 1 (Minggu ke-7 dan 8)
Tugas Besar 1
PPG_Signal
Tugas Besar 2 (Minggu ke-15 & 16)
Link Dataset
Tugas Besar
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FAKULTAS TEKNIK ELEKTRO (FTE)
PRODI S2 TEKNIK ELEKTRO (FTE)
2324/2
TTI6V3-S2TE-38-RB1
Summary
PENGGALIAN DATA S2TE-38-RB1 [FAV]
Teacher:
FAVIAN DEWANTA
Teacher:
SYAMSUL RIZAL