Arch Platform Tech. is a comprehensive solution designed to optimize and streamline data science, AI, and MLOps processes, providing unparalleled flexibility, performance, and collaboration capabilities.
What Arch Does
Arch is an integrated platform that enables data scientists, analysts, and AI developers to work efficiently from anywhere, using any device. It focuses on optimizing the data science software stack and MLOps workflows by providing robust infrastructure creation and management tools.
Key Features and Functionality
Infrastructure Orchestration
- Arch allows users to build, manage, and monitor cloud resources such as workstations, compute farms, storage, licensing servers, and security brokers through an intuitive dashboard. This includes the ability to integrate on-prem resources into a single-pane-of-glass view.
Global Deployment
- With over 32 launched regions, 102 availability zones, and 550 points of presence, Arch ensures low-latency, high-performance experiences by enabling deployments close to where the work is being done.
Performance and Scalability
- Users can set up high-performance facilities in minutes and deploy workstations in seconds. Arch supports leading data and AI software solutions like TensorFlow, Keras, PyTorch, cuML, MLFlow, and NVIDIA Rapids, ensuring the necessary compute resources for demanding datasets and AI training tasks.
Collaboration and Security
- The platform offers complete flexibility for teams to work securely from anywhere, with tools for collaborative development via solutions like Perforce, Git, and PyCharm. It also incorporates enterprise-grade security measures, including real-time metrics and analytics to monitor infrastructure and workstation performance, and ensures content safety within a secure virtual private network.
Advanced Storage
- Arch integrates with advanced storage solutions from providers like WEKA, Amazon, Lucidlink, Hammerspace, and Qumulo, allowing for elastic storage capacity that scales with project needs and simplifies coordination among team members.
Identity and Access Management
- The platform supports single sign-on (SSO) via integration with off-the-shelf identity providers (e.g., Google, Microsoft), as well as SAML and SCIM integration for authentication and authorization, ensuring seamless identity and provisioning management.
Compute and Resource Management
- Arch enables the setup and management of AWS nodes for intensive compute jobs such as rendering, simulation, code-build, and AI training. Users can balance schedule and cost by bringing in Compute Farm nodes as needed.
In summary, Arch Platform Tech. is a powerful tool that enhances the efficiency, performance, and security of data science and AI workflows, making it an ideal solution for organizations seeking to optimize their data science and MLOps processes.