Svitla Systems, Inc.
Svitla Systems Inc. is looking for an MLOps Engineer for a full-time position (40 hours per week) in Ukraine.
Requirements:
Advanced understanding of Python development. Working experience with PyTorch and/or TensorFlow. Expertise in creating maintainable, well-tested code with proper error handling. Solid understanding of creating RESTful services and model serving endpoints. Understanding in designing and implementing automated ML workflows (training, evaluation, deployment). Expertise in model versioning, storage, and metadata management. Experience in implementing dataset versioning and change management. Knowledge of model optimization and format conversion (ONNX, TFLite, TensorRT, SNPE). Knowledge of Docker image building and optimization. Knowledge of Kubernetes and/or RunAI. Experience with GitHub Actions workflow design and implementation. Experience with GCP, particularly with Vertex AI, Cloud Batch, or similar services. Familiarity with GPU allocation and optimization for training workloads. Expertise in unit, integration, and E2E test implementation for ML systems. Familiarity with model metrics calculation and performance benchmarking. Experience with testing ML models on edge devices. Experience with Hydra or similar configuration frameworks. Familiarity with W&B, MLflow, or similar tracking tools Understanding of creating and maintaining Python packages and dependencies. Understanding of CV models, image processing, and related ML tasks. Responsibilities:
Design and implement an end-to-end MLOps architecture for computer vision models. Create automated pipelines for model training, quantization, conversion, and evaluation. Develop a model registry with comprehensive versioning and metadata capabilities. Build systems for automated model testing across multiple target architectures. Implement data versioning and dataset management solutions. Maintain CI/CD pipelines for ML model lifecycle management. Develop Python libraries and APIs for internal model consumption. We offer
US and EU projects based on advanced technologies. Competitive compensation based on skills and experience. Regular performance appraisals to support your growth. Flexibility in workspace, either remote or in one of our development offices. Personalized learning program tailored to your interests and skill development. Sport reimbursement program for onsite and online activities. Bonuses for recommendations of new employees. Bonuses for article writing, public talks, and other activities. 20 vacation days, 10 national holidays and 5 sick leaves. Maternity leave policy and family days off. Free tech webinars and meetups organized by Svitla. Welcome and anniversary presents, gifts for children, and more. Regular corporate events and meetups. Awesome team, friendly and supportive community! About Svitla
Svitla Systems is a global trusted IT solutions company headquartered in California, with business and development offices through out the US, Latin America, Europe, and Asia. Svitla is an outspoken advocate of workplace flexibility, best known for its well-established remote culture, individual approach to our teammate’s professional and personal growth, and welcoming environment. Since 2003, Svitla has served a wide range of clients, from innovative start-ups in California to mega-large corporations such as Ingenico, Amplience, InvoiceASAP and Global Citizen. At Svitla, developers work with clients’ teams directly, building lasting and successful partnerships, as a result of seamless integration with on-site processes. Svitla Systems’ global mission is to build a business that contributes to the well-being of our partners, personnel and their families, improves our communities, and makes a lasting difference in the world. Join us! If you are interested in our vacancy, just click "Apply". We will be happy to see you in our friendly team :)
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Advanced understanding of Python development. Working experience with PyTorch and/or TensorFlow. Expertise in creating maintainable, well-tested code with proper error handling. Solid understanding of creating RESTful services and model serving endpoints. Understanding in designing and implementing automated ML workflows (training, evaluation, deployment). Expertise in model versioning, storage, and metadata management. Experience in implementing dataset versioning and change management. Knowledge of model optimization and format conversion (ONNX, TFLite, TensorRT, SNPE). Knowledge of Docker image building and optimization. Knowledge of Kubernetes and/or RunAI. Experience with GitHub Actions workflow design and implementation. Experience with GCP, particularly with Vertex AI, Cloud Batch, or similar services. Familiarity with GPU allocation and optimization for training workloads. Expertise in unit, integration, and E2E test implementation for ML systems. Familiarity with model metrics calculation and performance benchmarking. Experience with testing ML models on edge devices. Experience with Hydra or similar configuration frameworks. Familiarity with W&B, MLflow, or similar tracking tools Understanding of creating and maintaining Python packages and dependencies. Understanding of CV models, image processing, and related ML tasks. Responsibilities:
Design and implement an end-to-end MLOps architecture for computer vision models. Create automated pipelines for model training, quantization, conversion, and evaluation. Develop a model registry with comprehensive versioning and metadata capabilities. Build systems for automated model testing across multiple target architectures. Implement data versioning and dataset management solutions. Maintain CI/CD pipelines for ML model lifecycle management. Develop Python libraries and APIs for internal model consumption. We offer
US and EU projects based on advanced technologies. Competitive compensation based on skills and experience. Regular performance appraisals to support your growth. Flexibility in workspace, either remote or in one of our development offices. Personalized learning program tailored to your interests and skill development. Sport reimbursement program for onsite and online activities. Bonuses for recommendations of new employees. Bonuses for article writing, public talks, and other activities. 20 vacation days, 10 national holidays and 5 sick leaves. Maternity leave policy and family days off. Free tech webinars and meetups organized by Svitla. Welcome and anniversary presents, gifts for children, and more. Regular corporate events and meetups. Awesome team, friendly and supportive community! About Svitla
Svitla Systems is a global trusted IT solutions company headquartered in California, with business and development offices through out the US, Latin America, Europe, and Asia. Svitla is an outspoken advocate of workplace flexibility, best known for its well-established remote culture, individual approach to our teammate’s professional and personal growth, and welcoming environment. Since 2003, Svitla has served a wide range of clients, from innovative start-ups in California to mega-large corporations such as Ingenico, Amplience, InvoiceASAP and Global Citizen. At Svitla, developers work with clients’ teams directly, building lasting and successful partnerships, as a result of seamless integration with on-site processes. Svitla Systems’ global mission is to build a business that contributes to the well-being of our partners, personnel and their families, improves our communities, and makes a lasting difference in the world. Join us! If you are interested in our vacancy, just click "Apply". We will be happy to see you in our friendly team :)
#J-18808-Ljbffr