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...
Kaggle’s Bluebook for Bulldozers Machine Learning Workshop Recap – March 23, 2022
Last week we hosted a free workshop based on Kaggle’s 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, and Apache Mahout to denoise low-dose CT scans. 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, “Over the weekend”, I of course mean, “for the last several years” 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 “Intro to Kubeflow: Pipelines Training and Certification prep course. In this blog post we’ll recap some highlights from the class, plus give a summary of the Q&A. Ok, let’s 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, we’ll explore our problem a bit more, and explain why we didn’t 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 leverage’s 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. We’ll do this with a real-world use case of analyzing COVID-19 CT Scans. Although we’re...
Kubeflow and MLOps Meetup Recap – March 2022
Last week we hosted our sixth “Data Science, Machine Learning and Kubeflow” Meetup. Special thanks to our awesome speakers Kausthub Krishnamurthy and Mamta Shukla. In this blog post we’ll recap some highlights from the Meetup and preview what’s next. Ok, let’s dig in....
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 Ubuntu’s 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.