
ML Software Engineer
- Warszawa, mazowieckie
- Stała
- Pełny etat
- Integrate pre-trained ML models (scikit-learn, XGBoost, etc.) into production systems
- Implement model serving solutions for classification and regression tasks
- Develop data preprocessing and transformation pipelines
- Ensure efficient model inference in production environments
- Build monitoring systems for model performance and data drift
- Optimize model serving for latency and throughput
- Implement proper error handling and fallback mechanisms
- Create documentation for model integration and maintenance
- Bachelor's degree in Computer Science, Software Engineering, or related field
- 3+ years of experience in software development
- Strong programming skills
- Experience with ML libraries (scikit-learn, XGBoost, LightGBM)
- Proficiency in data preprocessing and feature engineering
- Strong understanding of RESTful APIs and microservices
- Experience with version control (Git) and CI/CD pipelines
- Knowledge of SQL and database systems
- Programming Languages: Python, Java
- ML Libraries: scikit-learn, XGBoost, LightGBM
- Model Serving: Flask, FastAPI, or similar
- Data Processing: pandas, numpy
- Databases: SQL, NoSQL
- Version Control: Git
- Containers: Docker
- CI/CD Tools: Jenkins, GitLab CI, or similar
- Monitoring Tools: Prometheus, Grafana, or similar
- Experience with model versioning and deployment tools
- Knowledge of feature stores and model registry concepts
- Understanding of statistical analysis and data validation
- Experience with distributed computing
- Familiarity with A/B testing and experiment tracking
- Experience with cloud platforms (AWS, Azure, or GCP)
- Strong software engineering practices
- Understanding of ML model lifecycle
- Data structure and algorithm expertise
- Performance optimization skills
- System design and architecture
- Production monitoring and troubleshooting
- Strong problem-solving abilities
- Excellent communication skills
- Attention to detail
- Team collaboration
- Technical documentation skills
- Project management capabilities