AI engineer in the energy sector

Amprion; Berlin; In loco; EUR 70.000 - 100.000; Tempo pieno

Descrizione del lavoro

Amprion ищет AI-инженера для разработки и интеграции ML-моделей в энергетическом секторе. Требуется опыт работы с классическими методами ML, владение Python и ML-фреймворками, а также сильные знания немецкого и английского языков.

Задачи включают разработку, обучение и оценку моделей, работу с большими наборами данных, развёртывание решений в продуктивной среде и документацию результатов. Контракт постоянный, место работы — Берлин.

Competenze

• Практический опыт разработки AI-моделей на классических методах ML в нескольких проектах.
• Сильное владение Python и опытом работы с ML-фреймворками.
• Очень хорошие владения немецким и английским языками.
• Опыт построения AI-систем и API-интеграций.

Mansioni

• Разработка, обучение и оценка моделей для регрессии, классификации и временных рядов.
• Анализ и подготовка больших наборов данных с упором на трассируемость.
• Оценка моделей через кросс-валидацию и метрики качества
• Документация предпосылок, результатов и ограничений моделей
• Развёртывание решений в продуктивной среде совместно с IT-операциями

Conoscenze

Python

ML frameworks

German language

English language

Data analysis

API integration

Formazione

ML/CS degree

Strumenti

PyTorch

TensorFlow

scikit-learn

Hugging Face

Descrizione del lavoro

Описание:

As an AI Engineer, you develop and integrate AI models across various disciplines, including classical machine learning, regression and/or computer vision. In this role, you are responsible for building and ensuring the quality of tailored, modern AI models for complex AI use cases in the energy sector.

Задачи:

• Develop, train and evaluate machine learning models, e.g. for regression, classification, time series forecasting and anomaly detection, as well as for image and video analysis in different application areas
• Analyze, prepare and ensure the quality of large, heterogeneous datasets (e.g. sensor, image and operational data), with a focus on traceability and robust modeling
• Systematically evaluate models (e.g. cross-validation, appropriate performance metrics, robustness and sensitivity analyses) and jointly review the results with the team
• Document models, data assumptions, results and limitations to ensure transparency, traceability and maintainability
• Deploy and provide AI solutions in production environments in close collaboration with AI Integration Engineers and IT Operations, including the continuous further development of existing solutions

Требования:

• Completed university degree in a relevant field (e.g. computer science, mathematics, engineering, physics, statistics, data science) or a comparable qualification with a focus on machine learning
• Practical experience developing AI models using classical machine learning methods, ideally across several projects or years in industry, research or other project contexts
• Very good programming skills in Python and practical experience with common ML frameworks (e.g. PyTorch, TensorFlow, scikit-learn, Hugging Face)
• Understanding of common AI disciplines, e.g. classical machine learning, regression methods or computer vision, combined with a willingness to deepen existing areas of focus and explore new topics
• Interest in current developments in machine learning and experience systematically evaluating new AI approaches, as well as contributing to and/or supporting research and development projects in the field of machine learning
• Experience building and integrating AI systems into APIs and software solutions in collaboration with other IT disciplines, as well as practical experience with common cloud frameworks or on-premise environments
• Ability to apply technical solutions pragmatically to specific use cases and develop them iteratively through collaboration with colleagues
• Structured and analytical approach to work, with a focus on the traceability of models, careful documentation and responsible handling of data
• Very good German and English language skills

Условия:

Permanent contract