SUMMARY.md

Table of contents

• Introduction
• Installation
• Tiers and Licenses

End-to-End Tutorial

• 1 - MLOps Introduction and Scoping the Project
• 2 - Train and Manage the Model
• 3 - Compare, Register and Deploy the Model
• 4 - Build the Web Application
• 5 - Summary

User Guide

• User Portal
• Notebook
  • Notebook Tips
  • Advanced Settings
  • PrimeHub Notebook Extension
  • Submit Notebook as Job
• Jobs
  • Job Artifacts
  • Tutorial
    • (Part1) MNIST classifier training
    • (Part2) MNIST classifier training
    • (Advanced) Use Job Submission to Tune Hyperparameters
    • (Advanced) Model Serving by Seldon
    • Job Artifacts Simple Usecase
• Models
  • Manage and Deploy Model
  • Model Management Configuration
• Deployments
  • Pre-packaged servers
    • TensorFlow server
    • PyTorch server
    • SKLearn server
    • Customize Pre-packaged Server
    • Run Pre-packaged Server Locally
  • Package from Language Wrapper
    • Model Image for Python
    • Model Image for R
    • Reusable Base Image
  • Prediction APIs
  • Model URI
  • Tutorial
    • Model by Pre-packaged Server
    • Model by Pre-packaged Server (PHFS)
    • Model by Image built from Language Wrapper
• Shared Files
• Datasets
• Apps
  • Label Studio
  • MATLAB
  • MLflow
  • Streamlit
  • Tutorial
    • Create Your Own App
    • Create an MLflow server
    • Label Dataset by Label Studio
    • Code Server
• Group Admin
  • Images
  • Settings
• Generate an PrimeHub API Token
• Python SDK
• SSH Server Feature
  • VSCode SSH Notebook Remotely
  • Generate SSH Key Pair
  • Permission Denied
  • Connection Refused
• Advanced Tutorial
  • Labeling the data
  • Notebook as a Job
  • Custom build the Seldon server
  • PrimeHub SDK/CLI Tools

Administrator Guide

• Admin Portal
  • Create User
  • Create Group
  • Assign Group Admin
  • Create/Plan Instance Type
  • Add InfuseAI Image
  • Add Image
  • Build Image
  • Gitsync Secret for GitHub
  • Pull Secret for GitLab
• System Settings
• User Management
• Group Management
• Instance Type Management
  • NodeSelector
  • Toleration
• Image Management
  • Custom Image Guideline
• Volume Management
  • Upload Server
• Secret Management
• App Settings
• Notebooks Admin
• Usage Reports

Reference

• Jupyter Images
  • repo2docker image
  • RStudio image
• InfuseAI Images List
• Roadmap

Developer Guide

• GitHub
• Design
  • PrimeHub File System (PHFS)
  • PrimeHub Store
  • Log Persistence
  • PrimeHub Apps
  • Admission
  • Notebook with kernel process
  • JupyterHub
  • Image Builder
  • Volume Upload
  • Job Scheduler
  • Job Submission
  • Job Monitoring
  • Install Helper
  • User Portal
  • Meta Chart
  • PrimeHub Usage
  • Job Artifact
  • PrimeHub Apps
• Concept
  • Architecture
  • Data Model
  • CRDs
  • GraphQL
  • Persistence Storages
  • Persistence
  • Resources Quota
  • Privilege
• Configuration
  • How to configure PrimeHub
  • Multiple Jupyter Notebook Kernels
  • Configure SSH Server
  • Configure Job Submission
  • Configure Custom Image Build
  • Configure Model Deployment
  • Setup Self-Signed Certificate for PrimeHub
  • Chart Configuration
  • Configure PrimeHub Store
• Environment Variables