This week we hosted a free Kaggle Udacity Dog Breed Classification workshop. The notebook is based on a Kaggle project whose goal is to provide an estimate of the dogās breed given an image of the dog. In this blog post weāll recap some highlights from the workshop....
Kubeflow
Read all the latest Kubeflow community updates. Find the latest MiniKF releases and all the new cool features.
Intro to Kubeflow: Katib Training and Certification Recap – March 30, 2022
On March 30th we hosted the āIntro to Kubeflow: Katib Training and Certification prep course. In this blog post weāll recap some highlights from the class. First, thanks for voting for your favorite charity! With the unprecedented circumstances facing our...
Badge Preview: MLOps for Kubeflow
Arrikto Academy is excited to announce the release of the MLOps for Kubeflow badge. The badge recognizes the knowledge and skills of users. It is recommended for Kubeflow users. To earn this badge, you need to pass the MLOps for Kubeflow Badge Exam which is hosted at...
Kaggleās Bluebook for Bulldozers Machine Learning Workshop Recap – March 23, 2022
Last week we hosted a free workshop based on Kaggleās Bluebook for Bulldozers machine learning example. The notebook is based on a Kaggle project whose goal is to predict the sale price of a piece of heavy equipment at auction based on its usage, equipment type, and...
Addressing the Technical Debt of MLOps: Part 1 – From Nothing to Platform
Machine learning is becoming more and more ubiquitous across all manner of companies from start ups to global enterprises. Many teams have Data Scientists and ML researchers who build state-of-the-art models, but their process for building and deploying ML models is...
Denoising CT Scans with Kubeflow, Apache Spark, and Apache Mahout – Part 3
Part 3 (of 3): The Dramatic Conclusion Welcome to part three of the three-part series on using Kubeflow, Apache Spark, andĀ Apache Mahout to denoise low-dose CT scans.Ā To recap to this point: In March 2020 there was a large need for COVID rapid tests that could...
StarTrek Plot Generator
Over the weekend, I was (binge) watching Star Trek: Deep Space Nine. And when I say, āOver the weekendā, I of course mean, āfor the last several yearsā since I am a bit of a Star Trek Nerd. Time and again I noticed, the most irritating thing about Deep Space Nine is...
Intro to Kubeflow: Pipelines Training and Certification Recap – March 16, 2022
On March 16th we hosted the āIntro to Kubeflow: Pipelines Training and Certification prep course. In this blog post weāll recap some highlights from the class, plus give a summary of the Q&A. Ok, letās dig in! Congratulations to Rakesh Arumalla! The first...
Denoising CT Scans with Kubeflow, Apache Spark, and Apache Mahout – Part 2
Part 2 (of 3): The Plot Thickens Welcome to the second installment in the series all about denoising CT scans with open source friends. In this post, weāll explore our problem a bit more, and explain why we didnāt just use rapid tests in the first place. In Spring of...
OpenVaccine Machine Learning Workshop Recap – March 9, 2022
This week we hosted a free Kaggle OpenVaccine Machine Learning workshop. The notebook is based on a Kaggle project that leverageās data science to develop models and design rules for RNA degradation. The model predicts the likely degradation rates at each base of an...
Denoising CT Scans with Kubeflow, Apache Spark, and Apache Mahout – Part 1
Part 1 (of 3): The Exposition Welcome to part one of a three part series that will show how to use Kubernetes, Kubeflow, Apache Spark, and Apache Mahout to denoise CT scans. Weāll do this with a real-world use case of analyzing COVID-19 CT Scans. Although weāre...
Kubeflow and MLOps Meetup Recap – March 2022
Last week we hosted our sixth āData Science, Machine Learning and Kubeflowā Meetup. Special thanks to our awesome speakers Kausthub Krishnamurthy and Mamta Shukla. In this blog post weāll recap some highlights from the Meetup and preview whatās next. Ok, letās dig in....
Arrikto Academy: Sharing Certificates & Badges
Arrikto Academy offers certificates and badges for completing courses and exams which you can share on your professional networks. This blog post will walk you through how to share a certificate or badge earned in Arrikto Academy on LinkedIn. Access Certificate or...
Course Preview: Rok Registry 101
Expanding on our Rok education we are excited to share a preview of our new technical course - Rok Registry 101. The course is media-rich with step-by-step guides for our developer community to practice and grow their skills with the Kubeflow ecosystem. This course is...
Kubeflow Tips & Tricks – February 23rd, 2022
Welcome to the latest installment of Arriktoās Kubeflow tips and tricks blog! In a simple Q&A format, we aim to provide tips and tricks for the intermediate to advanced Kubeflow user. Ok, letās dive in. Is there a way to auto-stop notebooks that are idle for a...
Announcing MiniKF 1.4 – A Packaged Kubeflow Distribution
MiniKF 1.4 is here! MiniKF is the fastest way to get the Kubeflow MLOps platform running on either AWS or Google Cloud. Recall that Kubeflow is not a single binary or executable file, but instead a complex platform made up of multiple services where each component has...
Intro to Kubeflow: Fundamentals Training and Certification Recap – Feb 16, 2022
We recently hosted the third delivery of the āIntro to Kubeflow: Fundamentals Training and Certification" prep course. In this blog post weāll recap some highlights from the class, plus give a summary of the Q&A. Ok, letās dig in! Congratulations to Indranil...
Course Preview: Kale 201 (SDK)
To date we have been working on and publishing skills-based beginner level 101 courses in Arrikto Academy. These courses are reading and media-rich with challenges and hands-on product sandboxes for our developer community to practice and grow their skills with the...
MiniKF 20191112.5.0
This is a maintenance release of 20191112.4.0 New Features The landing page of MiniKF is now optional Improvements [GCP only] Various improvements regarding the firewall rule
MiniKF 20191112.4.0
This is a maintenance release of 20191112.3.0 Fixed Issues [GCP only] Fix a potential bug when trying to pull Docker images during provisioning
MiniKF 20191112.3.0
This is a maintenance release of 20191112.2.0 New Features Upgrade to the latest Rok 0.14-pre version Improvements Rok can now handle long-taking snapshots
MiniKF 20191112.2.0
This is a maintenance release of 20191112.1.0 New Features Upgrade to the latest Rok 0.14-pre version Improvements Handle Ubuntuās automatic updates Fixed Issues Fix a potential race when taking a snapshot
MiniKF 20191112.1.0
This is a maintenance release of 20191112.0.0 Fixed Issues Ignore evicted pods when starting MiniKF
MiniKF 20191112.0.0
This is the first release of MiniKF on GCP New MiniKF release including: Kubeflow v0.6.2Rok v0.14-pre-817-gf15a120 New Features Upgrade Kubeflow to v0.6.2Upgrade Rok to latest 0.14-pre versionAuto-start MiniKF configuration on boot
MiniKF 20190918.1.0
This is a maintenance release of 20190918.0.0 New Features Upgrade Rok to v0.14-pre-747-g06dc15.Add new graphical chooser to access Rok when cloning notebooks and running Pipelines. Improvements Improve service startup time on slower machines.Pre-download all...
MiniKF 20190918.0.0
New MiniKF release including: Kubeflow v0.6.2Rok v0.14-pre-648-g22c2427 New Features Upgrade Kubeflow to v0.6.2Upgrade Rok to latest 0.14-pre versionFaster, near-instantaneous snapshot restore with RokSignificantly improve time for snapshotting NotebooksEnable...
MiniKF 20190521.3.1
This is a maintenance release of 20190521.2.0 New Features Upgrade Rok to v0.13-rc1-2-g6aaa70a.Upgrade Linux kernel to 5.2-rc6.Install latest version of Virtualbox Guest Additions Fixed Issues Ensure Rok garbage collection runs periodically.Make loading the landing...
MiniKF 20190521.3.0
This is a maintenance release of 20190521.2.0 New Features Upgrade Rok to v0.13-rc1-2-g6aaa70a.Upgrade Linux kernel to 5.2-rc6. Fixed Issues Ensure Rok garbage collection runs periodically.Make loading the landing page faster.Upgrade kernel to solve problematic corner...
MiniKF 20190521.2.0
This is a maintenance release of 20190521.1.0 New Features Upgrade Rok to v0.13-pre-1578-g5f33294.Add script that gathers MiniKF logs, useful for reporting issues.Use the latest vagrant-persistent-storage plugin. Fixed Issues Fix sporadic issues with snapshotting of...
MiniKF 20190521.1.0
This is a maintenance release of 20190521.0.0 New Features Upgrade Rok to v0.13-pre-1506-g6caf356. Bug Fixes Fix a potential issue with durability of Rok snapshots upon reboot.
MiniKF 20190521.0.0
Kubeflow v0.5.0Rok v0.13.0-pre.1481.g59c998d New Features Upgrade Kubeflow to v0.5.Upgrade Rok to latest 0.13.0-pre version; significantly improve I/O performance.Introduce a landing page for MiniKF. Initial configuration now happens from within your browser.MiniKF...
MiniKF 20190307.0.2
Bug Fixes Various bug fixes across the board.
MiniKF 20190307.0.0
New Features Upgrade Kubeflow to v0.5.Upgrade Rok to latest 0.13.0-pre version; significantly improve I/O performance.Introduce a landing page for MiniKF. Initial configuration now happens from within your browser.MiniKF now supports offline installation. Initial...
MiniKF 20190307.0.1
Bug Fixes Various bug fixes across the board.