Remote
(Anywhere)
Salary Range
R$ 8,000.00 - R$ 10,000.00 / month
Contractor
Experience Level
Mid level
Job closed
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Requirements
Desired Skills
Tasks and Responsibilities
Show originalQualifications:
- Preferably 3 years of experience.
- Interest in the healthcare field;
- Practical experience with MLOps tools and platforms, such as Jenkins, Kubeflow, MLflow, Docker, and Kubernetes;
- Proficiency in Python as well as clean code best practices.
- Familiarity with databases and data management systems;
- Knowledge of cloud infrastructure, such as Google Cloud, AWS, or Azure;
- Ability to collaborate with multidisciplinary teams and communicate effectively with non-technical members.
- Advanced English (writing and reading);
- Experience (academic and/or professional) working with healthcare sector data;
- Some knowledge/experience with HL7/FHIR.
Differential:
- Master's degree in Computer Science, Computational Mathematics, Information Systems, Software Engineering, Computer Engineering, or related fields.
- Implement and maintain MLOps and DevOps workflows, ensuring continuous integration and continuous delivery (CI/CD) of ML models;
- Implement and optimize data pipelines for model training and inference;
- Monitor, validate, and ensure the integrity of models in production;
- Work in collaboration with data scientists to optimize model training and deployment;
- Develop tools and systems to track model performance and alert on degradations;
- Create and maintain documentation for MLOps solutions, ensuring best practices throughout the model lifecycle;
- Work in collaboration with non-technical teams, especially from the healthcare sector, to understand requirements and implement appropriate MLOps solutions;
- Assist in decision-making related to the scalability, robustness, and security of models in production.
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