Run your first Kubeflow pipeline

This page summarizes the projects mentioned and recommended in the original post on dev.to

Our great sponsors
  • Scout APM - Less time debugging, more time building
  • SonarLint - Deliver Cleaner and Safer Code - Right in Your IDE of Choice!
  • SaaSHub - Software Alternatives and Reviews
  • awesome-mlops

    A curated list of references for MLOps

    Recently I've been learning MLOps. There's a lot to learn, as shown by this and this repository listing MLOps references and tools, respectively.

  • kind

    Kubernetes IN Docker - local clusters for testing Kubernetes

    However, installing and trying out Kubeflow Pipelines (KFP) is a lot simpler. In this post, we'll create a local cluster with kind, install KFP as described here and run our first pipeline.

  • Scout APM

    Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.

  • awesome-mlops

    :sunglasses: A curated list of awesome MLOps tools (by kelvins)

    Recently I've been learning MLOps. There's a lot to learn, as shown by this and this repository listing MLOps references and tools, respectively.

  • kserve

    Serverless Inferencing on Kubernetes

    Kubeflow has multiple components: central dashboard, Kubeflow Notebooks to manage Jupyter notebooks, Kubeflow Pipelines for building and deploying portable, scalable machine learning (ML) workflows based on Docker containers, KF Serving for model serving (apparently superseded by KServe), Katib for hyperparameter tuning and model search, and training operators such as TFJob for training TF models on Kubernetes.

  • kubeflow-learn

    The code for this example can be found in this repository.

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

Suggest a related project

Related posts