Gilang Samudra User

Designed data and AI architecture for a scalable lakehouse platform, enabling downstream feature engineering and production ML delivery. Architected end-to-end lakehouse pipelines on Apache Iceberg and deployed serverless AWS infrastructure.

Led and mentored a team of 6 data scientists and ML engineers across multiple projects, overseeing roadmaps and delivery. Led research and POC deployment of knowledge graphs and RAG-based AI agents, and architected MLOps pipelines.

Developed and productionized 3 ML models for logistics and demand forecasting, supporting operational planning. Owned the end-to-end model lifecycle from feature engineering to production monitoring.

Developed product-based demand forecasting models using Python and scikit-learn, applying experimental design and statistical testing. Refactored repositories and optimized application runtimes for production pipelines.

Built analytics and predictive ML solutions in the AWS ecosystem, including POCs for predictive maintenance and commodity index forecasting. Partnered with product managers and stakeholders to influence solution direction.

Developed statistical market scoring models, product recommendation engines, and transaction forecasting models for digital banking. Engineered network analytics and performed advanced data analysis on transaction datasets.

Conducted research on a drilling automation system, combining predictive modeling, statistical simulation, and optimization algorithms. Developed predictive models and simulations for automated industrial processes.

Developed bathymetry estimation models from X-band radar signals using signal-processing and predictive-modeling techniques for seafloor mapping.

Developed operating procedures and technical manuals for oil & gas production, and operated and maintained topside facilities on an FPU gas plant.

M.Sc. in Control & Instrumentation. Thesis on vehicle count and travel time estimation using Bayesian network and particle filter methods.

B.A.Sc. in Geophysics & Seismology.

Certified Associate in Python Programming.

Neo4j Fundamentals Certified.

Dataiku ML Practitioner certification.