Machine Learning Automation Engineer
vor 4 Wochen
We are seeking a highly skilled Machine Learning Automation Engineer to join our team at syte GmbH. As a key member of our AI team, you will play a crucial role in enhancing our ML operations (MLOps) framework, automating ML workflows, and ensuring the seamless deployment of scalable ML models.
Key Responsibilities- Design and implement automated ML pipelines for data preprocessing, model training, evaluation, and deployment.
- Collaborate with cross-functional teams to design, develop, and maintain automated ML pipelines that support our ambitious AI projects.
- Develop and maintain CI/CD pipelines for machine learning projects to automate testing, deployment, and monitoring of ML models.
- Explore and implement best practices in MLOps, including version control, model monitoring, and performance tracking.
- Collaborate with the data engineering team to ensure the availability and quality of data for model training and inference.
- Stay abreast of the latest advancements in AI/ML technologies and automation tools to continually enhance our ML infrastructure.
- Strong understanding of CI/CD principles, including experience with tools (e.g. Jenkins, GitLab CI, and GitHub Actions)
- Experience with containerization technologies (e.g. Docker, Kubernetes) and cloud services (e.g. AWS, GCP, Azure).
- Proficiency in Python and familiarity with ML libraries (e.g. Scikit-learn, TensorFlow, PyTorch)
- Strong expertise in automation/orchestration tools (e.g. Kubeflow, Airflow, Dagster, Dataform) and ML tracking/lifecycle tools (e.g. MLflow, Tensorboard)
- Experience in working with database management systems (e.g. Postgres, BigQuery, Oracle)
- Excellent problem-solving skills, with the ability to work independently and in a team environment.
- Strong communication skills, with proficiency in English is a must.
- Proven experience in data modeling and data modeling softwares is a nice-to-have.
syte GmbH is a forward-thinking company that's making a tangible impact in real estate and sustainable development. We offer a collaborative and innovative environment, a competitive salary, comprehensive benefits package, and flexible working arrangements (including remote options).
We are looking for talented individuals who share our passion for AI and ML and are eager to contribute to our mission of revolutionizing the real estate industry with digital solutions.
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