ML-ADULT-DATA

clone this repository : git clone https://github.com/irfankurniawansuthiono/ML-ADULT-DATA.git

Kisi-Kisi UAS Machine Learning

Dataset disediakan.

Unit 5: Membersihkan Data

• Missing Values
• Outlier
• Duplikat
• Validasi Hasil
• Simpan Data yang Sudah Bersih

Unit 6: Merekonstruksi Data

• Feature Engineering (diberikan di soal ujian)
• Transformasi Object ke Numeric dengan Mapping
• Rubah Object ke Numeric
• Cek Korelasi
• Hapus Korelasi Tinggi

Unit 7: Membangun Model

• Persiapan Data
• Bangun Model Decision Tree
• Feature Importance
• Hyperparameter Tuning
• Simpan Best Model
• Overfitting or Underfitting (perbandingan training vs testing, Learning Curve, Cross Validation Score, Complexity Curve)
• Decision Tree

Deployment Model

• Load Drive
• Load Library
• Load Best Model
• Input All Feature
• Prediction
• Result