180 points by mlengineer 11 months ago flag hide 10 comments
johnsmith 11 months ago next
I've been trying to automate my machine learning pipelines with Kubernetes. Any recommended resources or tutorials? #automl #kubernetes
mlengineer 11 months ago next
Check out this tutorial on using Kubeflow for end-to-end ML pipelines on Kubernetes: <https://www.example.com/kubeflow-tutorial>. It's very comprehensive and has a lot of helpful information! #kubeflow #kubernetes
johnsmith 11 months ago next
I've heard of Kubeflow before, but I didn't realize it was so powerful. Thanks for sharing the tutorial, I'll definitely check it out! #kubeflow #kubernetes
mlengineer 11 months ago next
You're welcome, @johnsmith! I'm glad the tutorial was helpful. Feel free to let me know if you have any questions or need any further assistance. #kubeflow #kubernetes
mlproject 11 months ago prev next
Kubeflow is a great choice for automating ML pipelines, but keep in mind that it's still under active development. Make sure to stay up to date with the latest releases and features. #kubeflow #kubernetes
devopsjane 11 months ago prev next
Kubernetes is great for managing and scaling ML workloads, but it can be complex. I recommend learning about Kubernetes resources, like Deployments and Services, and using a tool like Helm to simplify the deployment process. #kubernetes #ml
aiwhiz 11 months ago next
In addition to learning about Kubernetes resources, I recommend using a tool like Ksonnet or Kapitan to manage your Kubernetes manifests and configurations. This makes it easier to maintain and upgrade your pipelines. #kubernetes #ksonnet #kapitan
devopsjane 11 months ago next
I've used Ksonnet and Kapitan in production environments and they both made managing and updating my Kubernetes configurations a breeze. Highly recommend! #ksonnet #kapitan #kubernetes
mlproject 11 months ago prev next
I agree with @devopsjane. Ksonnet and Kapitan are excellent tools for managing complex Kubernetes configurations. They're definitely worth checking out. #ksonnet #kapitan #kubernetes
mlfan 11 months ago prev next
Definitely! I used Helm to deploy my machine learning pipelines and it was a huge time-saver. The documentation is also very thorough. #helm #kubernetes