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Deploying and Scaling a PyTorch Chatbot Model with Kubernetes, Cog and Acorn

Deploying and Scaling a PyTorch Chatbot Model with Kubernetes, Cog and Acorn

by Janakiram MSV | May 31, 2023 | Tutorials

Deploying and Scaling Containerized Machine Learning Models – Part 4 This four-part series focuses on leveraging Kubernetes, Cog and Acorn frameworks to package, deploy, and scale machine learning models in cloud native environments. Part 1 introduces Cog as the...
Deploying and Scaling TensorFlow Vision AI Models on Kubernetes

Deploying and Scaling TensorFlow Vision AI Models on Kubernetes

by Janakiram MSV | May 25, 2023 | Tutorials

Deploying and Scaling Containerized Machine Learning Models – Part 3 This four-part series focuses on leveraging Cog and Acorn frameworks to package, deploy, and scale machine learning models in cloud native environments. Part 1 introduces Cog as the framework for...
Using Cog and Acorn to Deploy and Scale Machine Learning Models on Kubernetes

Using Cog and Acorn to Deploy and Scale Machine Learning Models on Kubernetes

by Janakiram MSV | May 24, 2023 | Tutorials

Deploying and Scaling Containerized Machine Learning Models – Part 2 This four-part series focuses on leveraging Cog and Acorn frameworks to package, deploy, and scale machine learning models in cloud native environments. Part 1 introduces Cog as the framework for...
Introducing Cog and Containerizing Machine Learning Models

Introducing Cog and Containerizing Machine Learning Models

by Janakiram MSV | May 23, 2023 | Tutorials

Deploying and Scaling Containerized Machine Learning Models – Part 1 This four-part series focuses on leveraging Cog and Acorn frameworks to package, deploy, and scale machine learning models in cloud native environments. Part 1 introduces Cog as the framework...
Scaling DevOps at the Edge with Kubernetes, Acorn and GitOps – Part 2

Scaling DevOps at the Edge with Kubernetes, Acorn and GitOps – Part 2

by Janakiram MSV | May 17, 2023 | Tutorials

Configuring Continuous Deployment for Acorn Applications through GitOps In the last tutorial, we explored how to use Flux to deploy the Acorn framework at scale on multiple Kubernetes clusters running at the edge. Continuing the series, I will walk you through the...
Scaling DevOps at the Edge with Kubernetes, Acorn and GitOps – Part 1

Scaling DevOps at the Edge with Kubernetes, Acorn and GitOps – Part 1

by Janakiram MSV | May 16, 2023 | Tutorials

Acorn is a lightweight deployment framework that makes developers productive and efficient. When organizations adopt Acorn as the standard platform to run microservices, they have a consistent mechanism for packaging and deploying workloads.  With edge computing...
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