Sonia · 1 month ago
Machine Learning Engineer (Data Engineering focus) (all)
Sonia is a company focused on revolutionizing healthcare through AI-enhanced solutions. They are seeking a Machine Learning Engineer with a data engineering focus to architect and maintain data pipelines essential for training and running speech recognition systems used by clinicians.
B2BInformation TechnologySaaS
Responsibilities
Own the end-to-end data collection process, including quality control, sourcing, and annotation setup
Collect and curate custom datasets, including setting up the annotation pipeline, quality control, and performing alignment/segmentation procedures
Build and maintain scalable, robust data preprocessing workflows and ETL pipelines
Evaluate state-of-the-art deep learning models against production data quality metrics
Design and conduct rigorous experiments to validate new models and data-driven methods
Work closely with external vendors to coordinate and standardize data collection efforts
Collaborate closely with product managers, other ML engineers, and developers to translate high-quality data and solutions into production
Qualification
Required
Master's degree in Computer Science, Engineering, or a related technical field or equivalent industry experience
Typically 5-8+ years of experience in ML engineering or related fields, with a strong focus on data engineering/ML data pipelines
Strong programming skills in Python and experience with large-scale ETL frameworks (Spark, Kafka) and SQL
Experience with MLOps monitoring tools (MLflow, W&B)
Strong analytical skills and good knowledge of statistical principles
Strong grasp of data governance, quality control, and privacy best practices
Preferred
Knowledge of multilingual or domain-specific language modeling (medical/legal and other specialized fields)
Experience with distributed training systems
Familiarity with Docker and Kubernetes
Proficiency in German/French/Italian is a plus
Benefits
30 days of annual vacation.
Flexible working arrangements (remote or hybrid).
Competitive salary depending on experience.
Company
Sonia
Sonia is a B2B SaaS service that automates medical documentation and coding for dentists