MLA 020 Kubeflow

Machine Learning Guide

OCDevel

Artificial, Introduction, Learning, Courses, Technology, Ml, Intelligence, Ai, Machine, Education

4.9 • 848 Ratings

🗓️ 29 January 2022

⏱️ 68 minutes

🔗️ Recording | iTunes | RSS

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Summary

Support my new podcast: Lefnire's Life Hacks

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.

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Transcript

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0:00.0	Welcome back to Machine Learning Guide. I'm your host, Tyler Rinelli.
0:05.0	MLG teaches the fundamentals of machine learning and artificial intelligence.
0:09.0	It covers intuition, models, math, languages, frameworks, and more.
0:13.0	Where your other machine learning resources provide the trees, I provide the forest.
0:18.0	Visual is the best primary learning modality, but audio is a great supplement during exercise commute and chores.
0:25.6	Consider MLG your syllabus with highly curated resources for each episode's details at OCdevel.com forward slash MLG.
0:35.6	I'm also starting a new podcast which could use your support. It's called
0:39.9	Lefnear's Life Hacks and teaches productivity focused tips and tricks, some which could prove
0:45.5	beneficial in your machine learning education journey. Find that at OCDevelle.com forward slash
0:51.9	LLH. Welcome back to machine Learning Applied.
0:55.0	In this episode, I'm talking to Dirk from Dept Agency about Cubeflow, K-U-B-E-F-L-O-W.
1:04.0	It is an extension on Kubernetes for Machine Learning Pipeline orchestration.
1:10.0	In the last few episodes, we talked about SageMaker
1:12.7	for accomplishing the same thing.
1:14.8	And then in the DevOps episode,
1:16.8	we talked about just general DevOps deployment
1:19.0	of your web stack to the cloud.
1:21.7	And if you'll recall,
1:23.1	there are solutions for hosting web stacks in the cloud
1:26.1	like AWS ECS, and then there's the open source
1:30.0	equivalent to that called Kubernetes. And an AWS service called EKS, or Elastic Kubernetes
1:36.6	service, allows you to use Kubernetes on AWS. So you can either use ECS or EKS. ECS is going to be
	...

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