Roman KazinnikinHow to turn your desktop into Machine Learning training platformHow to turn research code into production-grade and desktop into Machine Learning training platformBegin utilizing ML platform whether or not you have a cluster5 min read·Jan 2, 2023----
Roman KazinnikinHow to turn your desktop into Machine Learning training platformDiverse clouds and data centers. Single Machine Learning platform solution.Why diverse clouds?3 min read·Nov 8, 2022----
Roman KazinnikActive learning: deduplication exampleGithub https://github.com/romankazinnik/romankazinnik_blog/tree/master/active_learning7 min read·Jun 2, 2021----
Roman KazinnikWhy we need TensorFlow Extended (TFX) — and how to get it in 3 stepsThere are two main considerations when it comes to adopting TFX: value and cost. I want to demonstrate the value of TFX and how it helps…3 min read·Mar 2, 2021----
Roman KazinnikFrom Data Pipeline to Machine Learning Architecture in 3 simple picturesIn this post, I’ll do a side-by-side comparison of architectural patterns for the Data Pipeline and Machine Learning Pipeline and…4 min read·Dec 3, 2020----
Roman KazinnikDistributed Hyperparameter Search in Kubeflow/Kubernetes: Keras Tuner vs. KatibAlthough Katib is a Kubeflow built-in Hyperparameter Search (HS), here is why I choose Keras-Tuner for distributed HS:3 min read·Nov 19, 2020--1--1
Roman KazinnikMachine Learning Distributed: Ring-Reduce vs. All-ReduceIn this blog post, I’d like to share some of the insights from my work at the High-Performance Computing (HPC) Texas Advanced Computing…4 min read·Nov 18, 2020--1--1
Roman KazinnikinHow to turn your desktop into Machine Learning training platformAn Ultimate Guide to Migrating Your Machine Learning to Kubeflow: 4 Steps Towards Excelling In…Introduction When you sit down to think about it: architects experiment and build models in AutoCAD, Geophysicists experiment and build…5 min read·Nov 9, 2020----
Roman KazinnikMachine Learning as a Flow: Kubeflow vs. MetaflowBoth Kubeflow (2018, Google) and Metaflow (2019, Netflix) are great Machine Learning platforms for experimentation, development, and…4 min read·Nov 9, 2020----
Roman KazinnikRecipe to Optimal Architecture for Convolutional Neural NetworksI will talk about convolutional neural networks and how you can optimize their architecture while eliminating redundancy. Let’s get…5 min read·Jun 26, 2018----