Aws on Victoria Dyster, PhDhttp://victoriadyster.com/tags/aws/Recent content in Aws on Victoria Dyster, PhDHugo -- gohugo.ioen© 2026 Victoria Dyster, PhDMon, 01 Sep 2025 00:00:00 +0000Building a Private MLOps Platform on AWShttp://victoriadyster.com/projects/private-mlops-platform-aws/Mon, 01 Sep 2025 00:00:00 +0000http://victoriadyster.com/projects/private-mlops-platform-aws/How I deployed MLflow as a authenticated experiment tracking server on AWS and integrated it into a reusable ML toolkit.CI/CD for a Genomic Data Pipeline: Testing, Security, and Multi-Environment Deploymenthttp://victoriadyster.com/projects/ci-cd-genomic-data-pipeline/Mon, 23 Jun 2025 00:00:00 +0000http://victoriadyster.com/projects/ci-cd-genomic-data-pipeline/How I built a CI/CD system for a Nextflow methylation sequencing pipeline: from pre-commit linting through four layers of testing to automated promotion across development, staging, and production, all backed by reusable GitHub Actions and container image promotion via ECR.Scaling ML Training for Epigenetic Age Predictionhttp://victoriadyster.com/projects/epigenetic-age-prediction/Fri, 15 Nov 2024 00:00:00 +0000http://victoriadyster.com/projects/epigenetic-age-prediction/How parallelising hyperparameter tuning on SageMaker turned a single-instance grid search into a 100x faster training workflow.Building a Self-Service Analysis Environment for Data Scientistshttp://victoriadyster.com/projects/self-service-ec2-platform/Fri, 15 Mar 2024 00:00:00 +0000http://victoriadyster.com/projects/self-service-ec2-platform/Designing and building a Python CLI that lets data scientists create, manage, and safely shut down cloud research environments without needing to know Terraform or the AWS console.