Machine Learning Engineer

Role Descriptions: Design and implement AIML solutions using Azure AI services such asAzure OpenAIAzure Machine LearningAzure Cognitive Services (Vision| Language| Speech| Decision)

Develop and deploy ML models using Python| R| or .NET

Build end-to-end ML pipelines including data ingestion| training| evaluation| deployment| and monitoring

Fine-tune and manage LLMs and generative AI solutions where applicable.

Architect cloud-native AI solutions leveragingAzure ML WorkspacesAzure FunctionsAzure App ServicesAzure Kubernetes Service (AKS)

Implement AI model deployment patterns (batch| real-time| and event-driven inference)

Ensure scalability| resiliency| performance| and cost optimization

Work with structured and unstructured data from sources such asAzure Data FactoryAzure Synapse AnalyticsAzure DatabricksAzure Data Lake Storage

Implement MLOps practices usingAzure DevOps GitHub ActionsCICD pipelines for ML models

Model versioning| monitoring| and retraining

Ensure data quality| governance| and lineage

Implement Azure security best practicesManaged identitiesKey VaultRole-Based Access Control (RBAC)

Design AI systems compliant with enterprise and regulatory standards (e.g.| BFSI| HIPAA| PII| GDPR)

Apply responsible AI principles fairness| explainability| transparency| and bias mitigation

Collaborate with data scientists| data engineers| developers| and business stakeholders

Translate business problems into AI-driven technical solutions

Provide technical guidance and mentor junior engineers

Support production issues and continuous improvement initiatives

Technical Skills

Strong experience with Microsoft Azure

Expertise in Azure AI ML services

Proficiency in Python (TensorFlow| PyTorch| Scikit-learn preferred)

Hands-on experience with REST APIs and microservices

Solid understanding of MLOps and CICD practices

Experience with containerization (Docker) and orchestration (AKS)

Knowledge of SQL and NoSQL data stores (Azure SQL| Cosmos DB)

Azure AI Engineer Associate Certified (AI-102)