Guides & Tutorials

Setup helm

Polyaxon uses Helm to install and manage a deployment on Kubernetes.
Featuredguideshelmkubernetes

Discussion about autoscaling of preemptible GPU resources

Discussion about how to use a pool of preemptible GPUs that are automatically used whenever experiments or hyper parameters search is created in Polyaxon.
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CartPole game by Reinforcement Learning, a journey from training to inference

This project is intended to play with CartPole game using Reinforcement Learning and to know how we may train a different model experiments with enough observability (metrics/monitoring). The model is divided basically in three parts: Neural network model, QLearning algorithm and application runner.
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Polyaxon, Argo and Seldon for model training, package and deployment in Kubernetes

The ultimate combination of open-source frameworks for model management in Kubernetes?
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Open Source Model Management Roundup: Polyaxon, Argo, and Seldon

Exploring model management using open source tools to streamline the data science pipeline.
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Using Polyaxon on GKE with an NFS server

Deploying Polyaxon on GKE with an NFS servers.
tutorialstraining

Using Language Models with Approximate Outputs to pre-train spaCy using Polyaxon

This repository contains experiments on spaCy's new pretrain command, which uses a ULMFit/Elmo/BERT/etc-like process for pre-training.
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Training cifar10 on Polyaxon

CIFAR-10 classification is a common benchmark problem in machine learning. The problem is to classify RGB 32x32 pixel images across 10 categories.
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