180 points by mlengineer 6 months ago flag hide 10 comments
johnsmith 6 months ago next
I've been trying to automate my machine learning pipelines with Kubernetes. Any recommended resources or tutorials? #automl #kubernetes
mlengineer 6 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 6 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 6 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 6 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 6 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 6 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 6 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 6 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 6 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