M. Irvan (Ipan) - Resume

PhD in AI | 4 years of AI career | 8 years of AI study | 17 years of programming | Trilingual

Skills

Artificial Intelligence
Machine Learning
Deep Learning / Neural Networks
Recommendation System
Genetic Algorithms
Reinforcement Learning
Programming
Python
Scala
CUDA
Deep Learning
Theano, Keras
TensorFlow
Database
PostgreSQL
MongoDB
Redis
Big Data
Hadoop, MapReduce
Spark
Operating System
MacOS, Linux
Other
Git, Docker

Experience

Tokyo Institute of Technology, Department of Computer Science

http://www.trn.dis.titech.ac.jp/

Assistant Professor, AI Researcher @ Prof. Terano lab Apr 2014 – Present

Researching & developing new machine learning algorithms (below) and teaching AI-related classes/seminars 東京工業大学 情報理工学院 寺野研究室

  • GPU-based Deep Learning Algorithms : A project to develop real-time personalization for smart home devices (Use: Python, CUDA, Hadoop, Spark, MongoDB, Deep Learning, Reinforcement Learning)
  • Recommendation System for SmartTV : A project sponsored by Samsung Electronics to build recommendation systems on data detected by sensors in Samsung SmartTVs (Use: Python, Hadoop, Spark, MongoDB, Genetic Algorithms, Reinforcement Learning)
  • Recommendation System for Digital Classroom : A project sponsored by Samsung Mobile to develop recommendation systems on data gathered from schools equipped with Samsung smart devices (Use: Python, Hadoop, MongoDB, Genetic Algorithms, Reinforcement Learning)
  • Electric Cars Navigation System : A project sponsored by Mitsubishi Electric to develop machine learning technologies to predict the best route for electric cars' navigation system (Use: Python, Spark, PostgreSQL, Deep Learning, Reinforcement Learning)

Education

Tokyo Institute of Technology

Apr 2011 – Mar 2014
Doctor of Engineering in Computational Intelligence – Department of Computational Intelligence and Systems Science 東京工業大学 知能システム科学専攻 博士(工学)
  • Recommendation Systems
  • Neural Networks
  • Genetic Algorithms
  • Reinforcement Learning

Tokyo Institute of Technology

Apr 2009 – Mar 2011
Master of Engineering in Computational Intelligence – Department of Computational Intelligence and Systems Science 東京工業大学 知能システム科学専攻 修士(工学)
  • Neural Networks
  • Genetic Algorithms
  • Reinforcement Learning

Tokyo Institute of Technology

Apr 2008 – Mar 2009
Research Student in Artificial Intelligence – Department of Computational Intelligence and Systems Science 東京工業大学 知能システム科学専攻 研究生
  • Genetic Algorithms
  • Reinforcement Learning

Darma Persada University

Jun 2006 – Mar 2008
Intensive Japanese Language Conversation Course
  • Basic Japanese Language Courses

Bina Nusantara University

Jun 2002 – May 2006
Bachelor of Computer Science – Department of Computer Science
  • Algorithms
  • Data Structures
  • Statistics & Probability
  • Neural Networks

Awards

Monbukagakusho Scholarship for Doctoral Course

Apr 2011

Granted Monbukagakusho Scholarship (文部科学省・奨学金・博士課程) from the Government of Japan to pursue Doctoral Degree at Tokyo Institute of Technology

Monbukagakusho Scholarship for Master Course

Apr 2009

Granted Monbukagakusho Scholarship (文部科学省・奨学金・修士課程) from the Government of Japan to pursue Master Degree at Tokyo Institute of Technology

Monbukagakusho Scholarship for Research Student Course

Apr 2008

Granted Monbukagakusho Scholarship (文部科学省・奨学金・研究生コース) from the Government of Japan to study as Research Student at Tokyo Institute of Technology

Bachelor Research Grant from Asian Development Bank

Dec 2005

Won research grant from Asian Development Bank for bachelor thesis research expenditure, rewarded to the most influential student research.

Certificate of Achievement as an Outstanding Student

Oct 2005

Award from the President of Bina Nusantara University given to the top students of the year.

Publications

Predictive Multi-Agent Learning Classifier System for Recommender Algorithms

Doctoral Thesis
Mar 26, 2014

Designed a multi-agent learning system to simulate human behavior and generate personalized recommendations.

Adaptive Learning Classifier Systems for Multi-Agent Simulation

Master Thesis
Mar 26, 2011

Implemented Genetic Algorithms and Reinforcement Learning methods to develop autonomous intelligent agents.

Optimization of Minimum-Cost Flow Algorithm

Bachelor Thesis
May 10, 2006

Developed an optimized algorithm for solving the minimum-cost flow problem in product distribution.

Languages

English TOEIC score 985 (near perfect score)
Japanese JLPT Exam Level N2 (2nd highest level)
Indonesian Native language