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Black Forest Labs
6mo ago

Model Serving / API Backend Engineer(m/w/x)

Freiburg im Breisgau
Full-timeWith Home OfficeExperienced
AI/ML

Description

You will develop APIs and optimize model performance while turning research into production-ready solutions. Collaborating with researchers is essential for quickly deploying new models and ensuring infrastructure reliability.

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Requirements

  • Strong proficiency in Python
  • Extensive experience with RESTful API development
  • Familiarity with Docker and Kubernetes
  • Knowledge of AWS, GCP, or Azure
  • Proven track record in ML model prototyping
  • Experience with distributed task queues
  • Understanding of monitoring and logging best practices
  • Experience with frontend frameworks
  • Familiarity with MLOps practices
  • Knowledge of database systems
  • Experience with A/B testing in production
  • Understanding of security best practices
  • Experience with real-time inference systems
  • Knowledge of CI/CD pipelines
  • Expertise in ML inference optimizations

Work Experience

approx. 1 - 4 years

Tasks

  • Develop and maintain robust APIs for machine learning models
  • Transform research models into production-ready demos
  • Create minimum viable products (MVPs) from models
  • Optimize model inference for performance and scalability
  • Implement user preference data acquisition systems
  • Ensure high availability of model serving infrastructure
  • Collaborate with ML researchers to prototype and deploy models

Tools & Technologies

PythonRESTful APIDockerKubernetesAWSGCPAzureStreamlitGradioDistributed task queuesCI/CD pipelines

Languages

EnglishBusiness Fluent

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