DeployByDesign is a cloud platform from Astradigit that helps research and engineering teams run GPU- and CPU-intensive work without building or managing their own infrastructure. It provisions research workspaces in minutes, with no cluster configuration or DevOps required, so scientists and machine learning teams can focus on their work. Workspaces include JupyterLab, RStudio, VS Code and MLflow, along with tools such as PyTorch and TensorFlow.

Teams can use the platform for genomics, medical imaging, simulations, machine learning and large language model fine-tuning, including multi-GPU training and deployment. DeployByDesign also offers secure project collaboration, role-based access, encrypted storage, dataset versioning and integrations with services such as HuggingFace, AWS SageMaker, Weights & Biases and Amazon Bedrock. Each workspace supports up to 1 TB of storage, and teams can share environments with up to five researchers.

DBD Agents provide an assistant for research tasks, operating within the customer’s AWS account and access rules, with actions recorded in an audit log. The platform offers a free trial, demos and technical support