Topik Khusus I : Scientific Computing and Data Mining

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Start 03 April 2024

Course description

What you’ll learn

Deskripsi Mata Kuliah
Topik 1. Pengantar Komputasi Saintifik dan Penambangan Data
Topik 2. Dasar Pemrograman Python
Topik 3. Pengenalan Function, Modul Scipy (Scientific Python), dan Modul Numpy (Numerical Python)
Topik 4. Pembuatan Grafik Menggunakan Library Matplotlib
Topik 5. Aljabar Matriks dan Operasi Matriks dengan Scipy dan Numpy
Topik 6. Eksplorasi Data, dan Distribusi Data (Scipy, Numpy)
Topik 7. Penyelesaian Ordinary Differential Equation (ODE) Menggunakan Python
UJIAN TENGAH SEMESTER

Topik 8. Pengenalan Data Mining
Topik 9. Preprocessing Data: Penyiapan Data
Topik 10. Prediction: Case Based Reasoning
Topik 11. Clustering: K-Means
Topik 12. Klasifikasi: Naive Bayes
Topik 13. Klasifikasi: Decision Tree
Topik 14. Asosiasi: Algoritma Apriori
UJIAN AKHIR SEMESTER

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