64 min listen
MLA 020 Kubeflow
ratings:
Length:
68 minutes
Released:
Jan 29, 2022
Format:
Podcast episode
Description
Conversation with Dirk-Jan Kubeflow (vs cloud native solutions like SageMaker) Dirk-Jan Verdoorn - Data Scientist at Dept Agency Kubeflow. (From the website:) The Machine Learning Toolkit for Kubernetes. The Kubeflow project is dedicated to making deployments of machine learning (ML) workflows on Kubernetes simple, portable and scalable. Our goal is not to recreate other services, but to provide a straightforward way to deploy best-of-breed open-source systems for ML to diverse infrastructures. Anywhere you are running Kubernetes, you should be able to run Kubeflow. TensorFlow Extended (TFX). If using TensorFlow with Kubeflow, combine with TFX for maximum power. (From the website:) TensorFlow Extended (TFX) is an end-to-end platform for deploying production ML pipelines. When you're ready to move your models from research to production, use TFX to create and manage a production pipeline. Alternatives: Airflow MLflow
Released:
Jan 29, 2022
Format:
Podcast episode
Titles in the series (48)
MLG 002 What is AI, ML, DS: Show notes at . What is artificial intelligence and machine learning? What's the difference? How about compared to statistics and data science? AI history. by Machine Learning Guide