Go beyond the fundamentals of machine learning and join creator & host Tyler Renelle as he covers intuition, models, math, languages, frameworks, and more. Machine Learning Guide is an audio course that boasts millions of downloads and has helped a ton of aspiring engineers learn the ropes when it comes to these rapidly evolving technologies.
2022-01-29
MLA 020 KubeflowConversation 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:
2022-01-13
MLA 019 DevOpsChatting with co-workers about the role of DevOps in a machine learning engineer's life
Expert coworkers at Dept
- Matt Merrill - Principal Software Developer
- Jirawat Uttayaya - DevOps Lead
- The Ship It Podcast (where Matt features often)
Devops tools
Pictures (funny and serious)
2021-11-07
MLA 018 Descript(Optional episode) just showcasing a cool application using machine learning
Dept uses Descript for some of their podcasting. I'm using it like a maniac, I think they're surprised at how into it I am. Check out the transcript & see how it performed.
- Descript
- The Ship It Podcast How to ship software, from the front lines. We talk with software developers about their craft, developer tools, developer productivity and what makes software development awesome. Hosted by your friends at Rocket Insights. AKA shipit.io
- Brandbeats Podcast by BASIC An agency podcast with views on design, technology, art, and culture. Explore the new microsite at www.brandbeats.basicagency.com
2021-11-06
MLA 017 AWS Local DevelopmentShow notes: ocdevel.com/mlg/mla-17
Developing on AWS first (SageMaker or other)
Consider developing against AWS as your local development environment, rather than only your cloud deployment environment. Solutions:
- Stick to AWS Cloud IDEs (Lambda, SageMaker Studio, Cloud9
-
Connect to deployed infrastructure via Client VPN
- LocalStack
Infrastructure as Code
2021-11-05
MLA 016 SageMaker 2MLOps is deploying your ML models to the cloud. See MadeWithML for an overview of tooling (also generally a great ML educational run-down.)
2021-11-04
MLA 015 SageMaker 1MLOps is deploying your ML models to the cloud. See MadeWithML for an overview of tooling (also generally a great ML educational run-down.)
- SageMaker
- DataWrangler
- Feature Store
- Ground Truth
- Clarify
- Studio
- AutoPilot
- Debugger
- Distributed Training
And I forgot to mention JumpStart, I'll mention next time.
2021-01-18
MLA 014 Machine Learning Server2020-11-09
MLA 012 DockerDEPT® Podcasts © 2024