Synechron - Charlotte, NC
posted 3 months ago
The Vertex AI Machine Learning Engineer will play a crucial role in developing, deploying, and managing machine learning models using Google Cloud's Vertex AI platform. This position requires a hands-on approach to machine learning, with a strong emphasis on leveraging Google Cloud services to create effective AI solutions. The ideal candidate will possess a robust background in machine learning, demonstrating proficiency in various frameworks and tools, and will be passionate about solving complex problems through AI technologies. In this role, the engineer will be responsible for designing and implementing machine learning models tailored to meet specific business needs. This includes integrating Vertex AI with other Google Cloud services such as BigQuery, Cloud Storage, and Dataflow to ensure seamless data flow and model deployment. The engineer will utilize AutoML capabilities to streamline the model creation process, allowing for high-quality outputs with minimal manual intervention. Additionally, the role involves developing custom training pipelines for more intricate machine learning tasks, employing frameworks like TensorFlow and PyTorch. The engineer will also implement and manage Vertex AI Pipelines, orchestrating end-to-end machine learning workflows to enhance efficiency and effectiveness. Post-deployment, the engineer will monitor and optimize model performance, ensuring that the models remain accurate and efficient over time. Collaboration with data scientists, software engineers, and other stakeholders is essential to translate business requirements into actionable AI solutions. The engineer will perform hyperparameter tuning to improve model performance and utilize Vertex AI Feature Store for effective feature management and reuse. Conducting both online and batch predictions using Vertex AI prediction services will also be part of the responsibilities, alongside adhering to MLOps best practices for model versioning, deployment, and lifecycle management.