Secured & Serverless FastAPI with Google Cloud Run
The human-centric platform for production ML & AI
Access data easily, scale compute cost-efficiently, and ship to production confidently with fully managed infrastructure, running securely in your cloud.
Access data easily, scale compute cost-efficiently, and ship to production confidently with fully managed infrastructure, running securely in your cloud.
Infrastructure for ML, AI, and Data Science | Outerbounds
present significant challenges. Behind the scenes the industry is moving from a rigid model of individual servers or designated banks of servers towards a much more scalable and dynamic model that can respond almost instantly to changes and shifts in computational demand.
Calvin Jones • Understanding Digital Marketing: Marketing Strategies for Engaging the Digital Generation: Volume 1
This great convenience and productivity booster also brings a whole new form of lock-in. Hybrid/multi-cloud setups, which seem to attract many architects' attention these days, are a good example of the kind of things you'll have to think of when dealing with lock-in. Let's say you have an application that you'd like to deploy to the cloud. Easy en... See more
Gregor Hohpe • Don't get locked up into avoiding lock-in
Deploying a Generative AI model requires more than a VM with a GPU. It normally includes:
- Container Service : Most often Kubernetes to run LLM Serving solutions like Hugging Face Text Generation Inference or vLLM.
- Compute Resources : GPUs for running models, CPUs for management services
- Networking and DNS : Routing traffic to the appropriate servic
Understanding the Cost of Generative AI Models in Production
Gregor Hohpe • Don't get locked up into avoiding lock-in
When you run an application in the cloud (for example, on Amazon Web Services or Microsoft Azure), you are billed according to a combination of time, storage, data transfer, and computing speed requirements.
William Mougayar • The Business Blockchain: Promise, Practice, and Application of the Next Internet Technology
Instant hosting
for Python apps
Hosting for any Python project, big or small. Run AI / ML inference, FastAPI apps, or cron jobs. Beam is the easiest way to run Python on the cloud.
for Python apps
Hosting for any Python project, big or small. Run AI / ML inference, FastAPI apps, or cron jobs. Beam is the easiest way to run Python on the cloud.