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Huna


São Paulo - SP, Brasil

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Mid-Level Machine Learning Engineer (Remote)

Remote

(Anywhere)

Salary Range

Contractor

R$8,000.00 - R$10,000.00 / month

Experience Level

Mid level

Requirements

3+ years of experience in the career
Python

Desired Skills

Jenkins
Kubernetes
Google Cloud

Tasks and Responsibilities

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Qualifications:

  • 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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