Secure & Scalable Deployment of Dashboards
Interactive showcase: Explore Dash/Plotly in the Cloud
Dash/Plotly is an intuitive, open-source framework designed to empower data scientists and analysts. It enables the creation of interactive, web-based data visualization applications without requiring complex web development skills.
This tool is widely utilized across industry and academia for its ease of use and powerful functionality. In our showcase, we illustrate a streamlined process for containerizing Dash/Plotly applications using Docker, deploying them on AWS Fargate—a serverless compute engine optimized for running containers—and securing access with AWS Cognito.
Key features of our deployment include automatic scaling through an Elastic Load Balancer and robust data protection with encryption at-rest and in-transit using AWS KMS, ACM, and Route 53. Dive into our interactive cloud showcase to see how seamlessly you can scale and secure your applications.
Cost-Optimized Deployment of ML Models
Interactive showcase: Cost-Efficient Model Deployments for Sporadic or Intermittent Use Cases
AWS SageMaker offers a robust platform for the creation, training, and deployment of machine learning models, fully integrated with AWS’s extensive infrastructure. This integration ensures not only high performance and availability but also robust security and cost-effectiveness for deploying AI into production environments.
Model endpoints, due to their compute demands, can significantly impact costs. This showcase presents two innovative deployment strategies—serverless and asynchronous—that optimize expenses. These methods allow the infrastructure to scale down to zero during periods of inactivity and swiftly scale up when needed, ensuring both efficiency and responsiveness.
Robust, Secure, and Cost-Efficient Data Pipelines
Our custom data platforms and pipelines are designed to seamlessly collect, process, and store vast amounts of data with high reliability and at scale, enabling businesses to unlock valuable insights and drive informed decision-making.