Senior Machine Learning Engineer
RivertyWhat You'll Be Doing
- Implement and Deploy ML Models: Implement, and deploy machine learning models, utilizing a variety of modeling approaches to address different business problems.
- Advanced ML Techniques: Implement systems with Generative AI (GenAI) and emerging architectures like Retrieval-Augmented Generation (RAG).
- Scalable Training Solutions: Scale training processes across multiple GPUs, leveraging state-of-the-art frameworks such as NVIDIA's cuDNN and TensorRT.
- Support AI and ML Pipelines: Assist various teams in deploying AI and ML pipelines on Google Cloud using Vertex AI, ensuring robust and scalable solutions.
- Automated ML Pipelines: Design and implement automated machine learning pipelines, including fully automated training and prediction processes.
- MLOps Best Practices: Apply MLOps best practices for model deployment, monitoring, and automation, enhancing the efficiency and reliability of ML operations.
- Containerization: Work with containerization technologies to streamline the deployment and management of ML models.
- Infrastructure-as-Code: Implement infrastructure-as-code using Terraform to ensure reproducible and scalable ML environments.
- Innovation and Problem-Solving: Apply strong problem-solving skills and creative thinking to champion the adoption of AI technologies that address business needs.
- Collaboration and Communication: Collaborate effectively with cross-functional teams, demonstrating excellent communication and teamwork skills in a fast-paced environment.
What You Bring
- Bachelor's or master’s degree in Computer Science, Engineering, Mathematics, or a related field.
- Strong proficiency in Python and experience with deep learning frameworks, particularly PyTorch.
- In-depth understanding of various modeling approaches, Generative AI, and emerging architectures like Retrieval-Augmented Generation.
- Solid understanding of cloud computing concepts and experience with cloud platforms, preferably Google Cloud Platform (GCP).
- Familiarity with MLOps best practices and tools for model deployment, monitoring, and automation.
- Experience working with containerization technologies and container registries.
- Proficiency in designing and implementing automated machine learning pipelines.
- Experience with infrastructure-as-code, preferably Terraform.
- Strong problem-solving skills and the ability to think creatively to develop innovative solutions.
- Excellent communication and teamwork skills, with the ability to collaborate effectively in a fast-paced environment.
It's also a plus if you have...
- Hands-on experience with scaling training processes across multiple GPUs, using frameworks like NVIDIA cuDNN and TensorRT.
- A understanding of cloud security practices and data compliance protocols.
- Experience in leading initiatives for academic collaboration and community engagement.
What We Offer
- A modern office in the heart of Berlin and flexible options for remote work.
- Numerous benefits such as a free BVG job ticket, a reduced-price membership for Urban Sports, discounts for Bertelsmann employees etc.
- Ongoing training opportunities on our internal platforms BMG Campus and Bertelsmann University.
- Long-term career opportunities for all employees.
- A collaborative work environment with an open, appreciative community of people who all share the same passion for working with artists and songwriters.
- Our unique corporate culture based on strong values and mutual support that make us a great team.
Benefits Extracted with AI
- Flexible remote work options
- BVG job ticket
- Discounted Urban Sports membership
- Bertelsmann employee discounts
- Ongoing training opportunities
- Long-term career opportunities
- Collaborative work environment
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