ISEI ONLINE WORKSHOP SERIES 3 : BIG DATA ERA

ISEI ONLINE WORKSHOP SERIES 3
BIG DATA ERA

Seri #3: 28 Februari – 15 Maret 2026

Fasilitator:

1. Ana Alimatus Zaqiyah.,M.Com.
Data Scientist, Pacmann Academy & Valiance Consulting
2. Rodhiah Umaroh, S.Pd., M.Sc. 
Dosen UPN Veteran Yogyakarta
3. Matthew Kartawinata 
IISMA Awardee at the University of Canterbury tahun 2025

Session 01 :
Introduction to Machine Learning

Machine learning in Real World vs Traditional Programming. When to apply Machine Learning. Machine Learning using Orange.

Session 02 : 
Machine Learning Application: Classification Case

Analisis survei longitudinal berkala nasional yang mengumpulkan data individu, rumah tangga, dan komunitas di Indonesia

Case:
“Client Credit Card Analysis” 

Session 03 : 
Machine Learning Application: Regression Case

Business Understanding, Machine Learning Workflow. 

Case:
“Advertising Data” 

Session 04 : 
Case: Machine Learning Project

Data Preparation. Modeling. Prediction. Getting Insight.

Session 05 : 
Susenas/ Sakernas Analysis

Micro-data Exploration. Feature Engineering. Classification and Regression for Labor Market and Household Welfare Analysis.

Tema:
“Kondisi Ketenagakerjaan dan Kualitas Modal Manusia di Indonesia” 

Session 06 : 
NTL Analysis

Remote sensing data processing and spatiotemporal analysis using nighttime light as a proxy for human activity.

Tema:
“Memetakan Aktivitas Manusia dan Ketimpangan Ekonomi Menggunakan NIght-Time Light”