experience working with AI and ML models, including fine-tuning and integrating models using AWS Bedrock and Azure AI services.

experience in designing, developing, and implementing applications in C# and containerized environments (e.g., Docker, Kubernetes).

experience with CI/CD pipelines for AI model including GitHub Actions and Terraform.

Experience working with AI frameworks (such as LangChain, MLflow, Hugging Face, or TensorFlow for AI agents)

Experience in Infrastructure as Code (IaC) with Terraform or AWS CloudFormation.

Experience developing AI-powered chatbots, decision support systems, or automation agents.

Experience implementing security best practices in cloud-based AI services.

Demonstrated ability to optimize AI models for performance and cost- efficiency in AWS and Azure environments.

Prior experience in healthcare or government-related AI applications.