Integration

Introducing Run:ai Workspaces (and a cool integration)

May 31, 2023

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Attention data scientists! Are you looking for a platform that can provide you with a seamless, intuitive experience, to streamline your workflow? Look no further than Run:ai’s newly released Workspaces and its integration with Weights & Biases!

Run:ai Workspaces were first released in version 2.9 of our platform. It allows data scientists to easily deploy a development environment with the tools they prefer, the compute power they require, and the data they need (1-2-3 and you're done).

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It's a single, easy-to-use workspace where data scientists can consume their tool of choice for various Machine Learning (MLOps) use cases.

So what sets our Workspaces feature apart? Let’s be honest, we aren’t the only ones doing this. What truly sets us apart is that Workspaces is fully integrated with our AI Workload Scheduler and benefits from the GPU virtualization technologies like Fractional GPU that come with Run:ai Atlas. With Run:ai's intelligent resource allocation, you can maximize their computational resources and reduce costs while not giving up on their favorite IDE or web-based interactive computing platforms such as Jupyter Notebooks or even other tools that offer things like experiment tracking. They can prioritize their workloads, assign GPUs, CPUs, and other resources, and ensure that their experiments run smoothly without any disruptions.

Moreover, these Workspaces promote better collaboration among data scientists as they can easily share their development environment with others. This is particularly useful for remote teams or for those working in a distributed environment. Multiple data scientists can work on the same project simultaneously and review each other's work in real-time, making it easier to share knowledge and ensure that everyone is on the same page.

Another key benefit of Run:ai Workspaces is that they can be stopped and restarted on demand (without losing any of your hard work of course), freeing up expensive resources when not in use. This is particularly useful for organizations that want to optimize their computational resources and save costs. When a Workspace is not in use, it can be stopped and its resources can be allocated to other Workspaces, ensuring that the resources are used to their maximum potential.

Now, with the integration of Run:ai Workspaces and Weights and Biases, there's a strong and automatic linkage between the exact work environment and workloads that were easily spun up on the Run:ai platform to their respective monitored AI initiative on Weights and Biases. This means that data scientists can quickly jump between the two platforms in a seamless way to verify model accuracy, control model drifts, and alternate workloads to improve results.

Weights and Biases is a powerful experiment tracking and management platform that provides data scientists with insights into their machine learning models. With the integration of Run:ai Workspaces and Weights and Biases, data scientists can manage their AI workloads on Run:ai Workspaces and have a direct way to track, visualize, version and reproduce their experiments  at the click of a button from their workspace.

This integration is a game-changer for data scientists who want to streamline their workflow and maximize their productivity. They can now manage their development environment, experiment tracking data, and computational resources within a single, intuitive workspace.

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Summing things up, if you're looking for a platform that can provide you with a seamless and intuitive experience to streamline your data science workflow, Run:ai Workspaces and Weights and Biases integration is the perfect combo for you. You can focus on building your models, tracking your experiments, and improving your results without worrying about the hassle of managing multiple tools and waiting for resources to free up (it is a no-GPU-hugging zone).

To demonstrate the benefits and ease of use of our Workspaces we created this video that guides you through the life of a data scientist without… and with Run:ai 🙂.

So why wait? Start exploring Run:ai Workspaces and our Weights and Biases integration today!