Analitika Bisnis (Q)
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Analitika Bisnis -IUP
Main Reference - Business analytics
Main Reference - Data Mining
Course Plan
Week 1 - Tuesday (31/08)
Zoom Meeting - RM
1 - Introduction
1 - Case Study: Boston Housing
1 - Boston Housing dataset
Assignment 1 - Regression with n variables
Week 1 - Friday (03/09)
2 - Data Visualization
2 - Data Visualization Example
Week 2 - Tuesday (07/09)
Assignment 2 - Data visualization coding
Week 3 - Tuesday (14/09)
3 - Data Preprocessing
Assignment 3 - Data preprocessing coding
Week 3 - Friday (17/09)
4 - Introduction to Machine Learning
Assignment 4 - What is Machine Learning?
Week 4 - Tuesday (21/09)
5 - Dimension Reduction
5 - PCA
Week 4 - Friday (24/09)
Assignment 5 - Guest Lecture
Week 5 - Tuesday (28/09)
6-1 - Performance Evaluation
6-2 - Performance Evaluation Exercise & Cross Validation
Assignment 6 - Data Classification Contest
Week 6 - Tuesday (05/10)
7-1 Naive Bayes
7-2 Naive Bayes (continued)
Week 7 - Tuesday (12/10)
8-1 k-Nearest Neighbor
8-2 Assignment 7 - Data
Assignment 7
Week 7 - Friday (15/10)
9-1 Decision Tree
9-2 Decision Tree
Week 8 - Tuesday (19/10)
ETS (Mid-term Assignment)
Week 9-1
Zoom meeting 9
Week 9-2
Zoom Meeting 9-2
Week 10-1
Laporan Tugas SVM
Week 10-2
ZoomMeeting 10
TSP presentation
Video Vehicle Routing Problem
Week 11-1
Zoom Meeting 11
Konsep General dari Genetic Algorithm
What is Genetic Algorithm
Week 11-2
Zoom meeting 11-2
Referensi Matlab Code: Haupt R.L. Haupt S.E. Practical Genetic Algorithm
GA
Week 12-2
Zoom 12
Week 13
Zoom meeting 13
Week 14
Pengumpulan Laporan Genetic Algorithm
Week 15 - Ujian Akhir Semester
Zoom 15 - Demo UAS
Week 16 - Demo Final Project
Laporan Final Project
Next
Side panel
Panduan Dosen
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[Video] Panduan Membuat Video Asinkronus dengan Power Point
Panduan Mahasiswa
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Analitika Bisnis (Q)
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Institut Teknologi Sepuluh Nopember
Sarjana
Fakultas Teknologi Elektro dan Informatika Cerdas
S-1 SISTEM INFORMASI KELAS INTERNASIONAL
Semester Gasal 2021/2022
Analitika Bisnis (Q)
Summary
Analitika Bisnis (Q)
Teacher:
Amalia Utamima
Teacher:
Rarasmaya Indraswari