AI&MLOps Platform

Kubernetes-based Machine Learning Platform

AI&MLOps Platform automates repetitive work in the overall pipeline for development, learning, and deployment processes of the machine learning model. AI/MLOps1 environments based on the machine learning platform are provided, offering integrated management of learning data and models as well as operational data.
1 MLOps : A set of engineering practices aiming to streamline the processes of ML development(Dev) and operations(Ops).

Overview

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Service Architecture

  1. User
  2. Console
  3. Kubernetes Engine : CPU Worker Nodes, GPU Worker Nodes, Persistent Volume
  1. Data Scientist, MLOps Engineer
  2. AI&MLOps Platform : Pipeline, Meta data, Model Serving, Notebook, Hyper Parameter Tuning ...
  3. Jupyter Notebook → Model Development → Model Training → Hyper Para.Tuning → Model Serving → Inference Application.

Key Features

  • Basic features

    - Create AI platform (auto-deployment/configuration), view (platform version, resource status), and delete
    - Provide Jupyter Notebook : Model development, learning, inference
    - Automate machine learning pipeline workflow

  • Additional features(Available on AI&MLOps Platform)

    - Advanced AI/ML platform dashboard
    - AI/ML notebook server : Base image, user-defined image
    - AI/ML job : Job creation, template, archive, scheduling, execution, monitoring
      ※ Support GPU resource monitoring, GPU fraction
      ※ Providing job operator for Large Language Model training (DeepSpeed)
    - Build and manage user image
    - AI JumpStarter and ETM (Experiment Tracking Management)
    - Serving : Dashboard, register/manage model, inference, predictions visualization
    - Managing platform resource : Manage resource usage by account, monitor resource usage
    - Manage account user/permissions, admin feature, adjust platform configuration

Pricing

    • Offering
    • SW packaging for configuring AI&MLOps environments
    • Billing
    • Charged by the hour for the scale and usage of deployed AI&MLOps Platform
      ※ Samsung Cloud Platform for user environment configuration charged additionally
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