PEMBELAJARAN SECARA STATISTIK DAN OPTIMISASI S2TE-38-RB1 [GLB]
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Deskripsi Mata Kuliah
Announcement
Week 1: Probability and Distribution
Lecture Note 1: Probability and Distribution
Forum: Probability and Distribution
Assignment 1 : Table Contingency
Basic Probability
Big Data
File Tambahan
Week2: Intro to ML and Linear Regression (AUP)
Assigment 2 : Kasus3 dan 4 Probabilitas Bersyarat
Lecture Note 2-1: Intro to AI and ML
Lecture Note 2-2: Linear Regression
Machine Learning Type
Linear Regression
File Tambahan
Week3: Introduction to Information Theory
Lecture Note: Information Theory
Assigment 3 : Information Theory
Information Theory
Week4: Basic Python 1
Lecture Note: Basic Python
Week 5: Naive Bayes
Lecture Note 5-1: Google Colab Tutorial
Lecture Note 5-2: Python Exploration
Lecture Note 5-3: Python Cheat Sheet
Lecture Note 5: Naive Bayes
Assignment 4: Naive Bayes
Dataset
Week 6: Regresi
Lecture Note 6-1: Data Visualization
Lecture Note 6-2: Membangun Model
Dataset dan Script
Assignment 5 : Regresi Tabel dan Python
File ppt Regresi Linier, Dataset dan Script
Week 7: KNN dkk
File Tambahan
Assignment 6 : KNN dan lainnya
Week 8 : Pra UTS
praUTS 1: Probability and Distribution
praUTS 2 : Information Theory
praUTS 3 : Regresi Linier dan KNN
dataset praUTS
Week 9 : UTS
UTS
UTS Small Project
Week 10 : Evaluasi
File PPT dan Excel Data
Tugas 10 : Evaluasi ML
Week 11 : ANN
File PPT
Tugas 11 : ANN
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FAKULTAS TEKNIK ELEKTRO (FTE)
PRODI S2 TEKNIK ELEKTRO (FTE)
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TTI6A3-S2TE-38-RB1
Summary
PEMBELAJARAN SECARA STATISTIK DAN OPTIMISASI S2TE-38-RB1 [GLB]
Teacher:
GELAR BUDIMAN