A leading technology company in Princeton is seeking a Machine Learning Engineer to design and develop machine learning and deep learning models. This role involves integrating models into production systems, optimizing their performance, and collaborating with data scientists to achieve project objectives. Proficiency in Azure services and container management is essential. This position offers opportunities to work with cutting-edge technologies and scale impactful solutions.
Responsibilities
Design and implement machine learning and deep learning models.
Analyze large-scale datasets and integrate models into production.
Optimize models for performance and scalability.
Skills
Machine learning
Deep learning
Data analysis
Python
Docker
Kubernetes
Azure Machine Learning
CI/CD pipelines
Model governance
LLM fine-tuning
Tools
Azure Kubernetes Service
Azure DevOps
MLflow
Terraform
Prometheus
Grafana
Job description
Design, develop, and implement machine learning and deep learning models.
Preprocess and analyze large-scale structured and unstructured datasets.
Optimize models for performance, scalability, and efficiency.
Integrate models into production systems using APIs or cloud-based deployment.
Monitor, test, and retrain models as required based on feedback and performance.
Document model development, architecture, and performance metrics.
Design scalable infrastructure for training, deploying, and monitoring ML and LLM models in production.
Manage Azure Kubernetes Service (AKS) clusters and containerized ML workloads.
Ensure model governance, versioning, and reproducibility using tools like MLflow and Azure DevOps.
Experience with Azure Machine Learning, Azure OpenAI, Azure DevOps, and AKS.
Proficiency in Python, Docker, Kubernetes, and CI/CD pipelines.
Experience with LLM fine-tuning, prompt engineering, and model deployment.
Familiarity with MLflow, Terraform, and monitoring tools like Prometheus/Grafana.
Collaborate with data scientists and domain experts to understand project objectives and define modeling approaches.