ALMA Summer Intern 2027- 1 Técnico/ Ingeniero Civil informática (APO team)
Core
Build a machine learning model to predict memory and hardware resource usage for astronomical observations processed by PipelineDriver.
Role type
Machine learning engineer (regression)
Builds
Production ML models
Domain
Astronomy / Data Engineering
Deliverable
production ML models
Required skills
Python, MongoDB, Oracle SQL, InfluxDB, ETL, Feature Engineering, Regression Algorithms, Model Validation
Responsibilities
Design and implement ETL processes from MongoDB, Oracle SQL, and InfluxDB; Perform exploratory data analysis to identify resource consumption patterns; Engineer features representing observation types; Train, validate, and compare regression models for memory prediction; Package the model as an API or integrable service; Document methodology and results.
