CV

Experience

• Present
  Lecturer, Artificial Intelligence Program
  BINUS University, School of Computer Science · Jakarta, Indonesia
  Teaching AI courses; building and operating the program's production systems (ML competition platform, quiz portals, interactive teaching tools); researching deep learning for time-series forecasting.
• 2025 - Present
  Curriculum Designer (8 courses authored)
  BINUS University · Jakarta, Indonesia
  Designed the core AI curriculum: machine learning, applied NLP, deep learning, computer vision, MLOps, signal processing, and IoT & robotics, including full course outlines, assessment (AoL) design, labs, and lecture series.
• 2026
  Machine Learning Operations (COMP6984001)
  BINUS University, Graduate Program · Jakarta, Indonesia
  Graduate course on the lifecycle of production ML systems: experimentation, model serving, monitoring, and operational discipline.
• 2026
  Research: Parallelization of LSTM-GRU Architectures
  BINUS Graduate Program, Master of Computer Science · Jakarta, Indonesia
  Hybrid LSTM-GRU architectures for multivariate stock price prediction, benchmarked against transformer-based comparators. Published at the 2024 International Conference on Information Management and Technology (ICIMTech), IEEE.

Education

• Summa Cum Laude
  M.S. in Computer Science
  Bina Nusantara University · Jakarta, Indonesia
  Graduated with a GPA of 3.95.
• Best graduate
  B.S. in Computer Science
  Bina Nusantara University · Jakarta, Indonesia
  Graduated as the best student of the cohort.

Skills

• Python, SQLite, Bash
• Deep Learning: LSTM, GRU, Transformers (PyTorch)
• ML Systems & MLOps: FastAPI, uvicorn, systemd, cloudflared; self-hosted on a single VPS
• Research & Writing: LaTeX, IEEE format, academic writing

Publications

Fake Review Detection on E-Commerce Platforms Using a Hybrid Anomaly Detection Approach: Combining Autoencoder and Isolation Forest

Laychi, S., Karuntu, S. P. A., Sihombing, D. H., Sutoyo, R., & Tarigan, G. A. (2026). "Fake Review Detection on E-Commerce Platforms Using a Hybrid Anomaly Detection Approach: Combining Autoencoder and Isolation Forest." Research Square (preprint).

Skeletal keypoint-based pipeline as a computer vision-based approaches

Tarigan, G. A., Nugroho, K. S., & Pardamean, B. (2026). "Skeletal keypoint-based pipeline as a computer vision-based approaches." Communications in Mathematical Biology and Neuroscience, 2026.

Product sales recommendation system using item-based collaborative and content-based filtering

Harun, J., Yulianto, D., Andrywinata, C., Hermawan, E. S., Pranoto, H., et al. (2025). "Product sales recommendation system using item-based collaborative and content-based filtering." Procedia Computer Science, 269, 1643-1653.

Computer Vision-Based Pose Estimation for Student Engagement Detection: Trends and Challenges

Tarigan, G. A., Elwirehardja, G. N., Nugroho, K. S., & Pardamean, B. (2025). "Computer Vision-Based Pose Estimation for Student Engagement Detection: Trends and Challenges." 2025 7th International Conference on Cybernetics and Intelligent System (ICORIS), pp. 1-5.

Analyzing Indonesian political hoax detection system on social media using deep learning and natural language processing

Prastyapradipta, B., Naoko, K., Himawan, R. A. B., Ibrahim, M. A., & Tarigan, G. A. (2025). "Analyzing Indonesian political hoax detection system on social media using deep learning and natural language processing." Procedia Computer Science, 269, 1742-1751.

Lighter student engagement recognition in a classroom environment using skeletal keypoints

Tarigan, G. A., Elwirehardja, G. N., Nugroho, K. S., & Pardamean, B. (2025). "Lighter student engagement recognition in a classroom environment using skeletal keypoints." IAENG International Journal of Computer Science, 52(6), 1997.

InterQ: a Job Interview Training Platform Using Facial Expression Detection and Answer Scoring

Boer, Y., Permatasari, A. C., Kevin, K., Tarigan, G. A., & Suhartono, D. (2025). "InterQ: a Job Interview Training Platform Using Facial Expression Detection and Answer Scoring." 2025 8th International Seminar on Research of Information Technology and Intelligent Systems (ISRITI), pp. 841-846.

Indonesian Food Detection with YOLO and Calorie Estimation Using Lightweight LLMs

Nasari, M., Tarigan, G. A., Masaling, N. A. P., Joddy, S., & Minor, K. A. (2025). "Indonesian Food Detection with YOLO and Calorie Estimation Using Lightweight LLMs." 2025 8th International Seminar on Research of Information Technology and Intelligent Systems (ISRITI), pp. 784-789.

Ablation study: Calibrated adaptive learning ensemble methodology

Perdana, G. A., Wijaya, I. I., Fahreza, K. A., & Tarigan, G. A. (2025). "Ablation study: Calibrated adaptive learning ensemble methodology." Procedia Computer Science, 269, 993-1001.

Parallelization of LSTM-GRU Architectures for Multivariate Prediction of Stock Prices

Tarigan, G. A., Hermawan, E. S., & Girsang, A. S. (2024). "Parallelization of LSTM-GRU Architectures for Multivariate Prediction of Stock Prices." 2024 International Conference on Information Management and Technology (ICIMTech), pp. 311-315.

Enhancing node classification: Integrating particle swarm optimization with graph convolutional networks

Nasari, M., Pradana, R. C., Tarigan, G. A., Masaling, N. A. P., & Tedjasulaksana, J. J. (2024). "Enhancing node classification: Integrating particle swarm optimization with graph convolutional networks." 2024 International Conference on Intelligent Cybernetics Technology & Applications (ICICyTA), pp. 1239-1243.

Illness Prediction from Oral Symptoms Using Machine Learning with Small Dataset

Tarigan, G. A. (2022). "Illness Prediction from Oral Symptoms Using Machine Learning with Small Dataset." Undergraduate thesis, Universitas Katolik Soegijapranata, Semarang.

Teaching

Signal Processing (COMP6987001)

Research Methodology

Machine Learning Operations (COMP6984001)

Internet of Things and Robotics (COMP6967001)

First Year Program

Deep Learning Foundations (AI3DL001)

Applied Natural Language Processing (COMP6965001)

Applied Computer Vision (COMP6966001)

Artificial Intelligence Solution (COMP6986001)

Machine Learning (COMP6577001)