Machine Learning Automation Engineer
vor 3 Monaten
- Are you fond of automating things?
- Do you hate to do the same thing two times manually?
- Do you like to create new automatic processes that make a positive impact?
- Do you like to measure and quantify things?
If you answer yes to these questions then syte is looking for you
Our mission
syte is an innovative technology company founded in 2021 that is revolutionizing the real estate industry with digital solutions. We have already been awarded several times for our innovative solutions, most recently with the German AI Award 2023 and the AI Startup Award 2024. Our focus is on the development and implementation of strategies to optimize refurbishment projects with the aim of promoting sustainability and efficiency in the real estate industry.
Real estate meets tech
At syte, we recognize that the future of the construction industry lies in the fusion of architecture and technology with a strong focus on sustainable refurbishment. We strive to attract top talent to help us align our processes closely with our clients' needs, particularly in the field of building refurbishment. Our innovative approach uses advanced data collection to increase the efficiency of our machine learning analyses and monitor comprehensive refurbishment projects. Our aim is not only to provide urban development proposals, but also a comprehensive project development calculation that takes into account financial aspects such as rents, construction costs, tax benefits and government subsidies for energy-efficient refurbishments. This enables us to quickly generate economic forecasts that support investment decisions in the refurbishment sector.
Working at syte
We offer you an exciting role with a direct impact on the company's success in a dynamic and growing startup. At syte, you can expect a company culture with flat hierarchies and fast decision-making processes and a young and motivated team that is looking forward to working with you. The position can be started remotely. Regular meetings take place in our Münster office.
TasksPosition overview
As a Machine Learning Automation Engineer, you'll play a crucial role in enhancing our ML operations (MLOps) framework, automating ML workflows, and ensuring the seamless deployment of scalable ML models. You'll collaborate with cross-functional teams to design, develop, and maintain automated ML pipelines that support our ambitious AI projects.
Key Responsibilities:
- Design and implement automated ML pipelines for data preprocessing, model training, evaluation, and deployment.
- Work closely with data scientists and engineers 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 abreast of the latest advancements in AI/ML technologies and automation tools to continually enhance our ML infrastructure.
Qualifications:
- 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.
Are you ready for a new challenge? We are looking forward to receiving your application. Become now a part of our team
syte ist die KI-Plattform für Grundstück(e) und Bestand. Die Softwarelösung macht Daten in Echtzeit verfügbar und ermöglicht es Immobilienentwicklern, Investoren und Architekten, das volle Baupotenzial eines Grundstücks innerhalb weniger Sekunden zu erfassen. Durch KI-Berechnungen zeigt syte in kürzester Zeit neben Baupotenzialen auch die wirtschaftlichen Potenziale von Grundstücken auf. Unter Berücksichtigung von Baurecht, Abstandsflächen, klimatischen Einflüssen und Wirtschaftlichkeit errechnet syte unter Einbeziehung der umgebenden Bebauung die maximal mögliche Auslastung für ein Grundstück.
Mit syte wird es sehr einfach, potenzielle Grundstücke und Gebäude zur Nachverdichtung (ohne neue Versiegelung) zu erkennen – in einer direkten Suche oder über eine Gebietssuche.
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