Machine Learning Automation Engineer
vor 1 Monat
syte GmbH is a pioneering technology company that is revolutionizing the real estate industry with innovative digital solutions. Founded in 2021, we have already received numerous awards for our groundbreaking work, including the German AI Award 2023 and the AI Startup Award 2024.
Our mission is to optimize refurbishment projects and promote sustainability and efficiency in the real estate industry. We strive to achieve this by developing and implementing strategies that align closely with our clients' needs, particularly in the field of building refurbishment.
Role OverviewWe are seeking a highly skilled Machine Learning Automation Engineer to join our team. As a key member of our 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 integrate ML models into production environments, ensuring high performance and scalability.
- 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 up-to-date with 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.
- Be part of a forward-thinking company that's making a tangible impact in real estate and sustainable development.
- Work with a team of passionate, skilled professionals in a collaborative and innovative environment.
- Enjoy a competitive salary, comprehensive benefits package, and flexible working arrangements (including remote options).
- Experience a culture that values creativity, continuous learning, and personal growth.
We are looking forward to receiving your application and welcoming you to our team.
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