Welcome to TinyMS’s documentation!

TinyMS is an Easy-to-Use deep learning development toolkit based on MindSpore, designed to providing quick-start guidelines for machine learning beginners.

Quick Start

• What is TinyMS
  • TinyMS Project
  • TinyMS Community
  • TinyMS and Developers
• Install TinyMS
  • Installation For Beginners
  • Installation For Experienced Developers
  • Validate installation
  • Notes
• Implementing an Image Classification App in One Minute
  • Prerequisite
  • Introduction
  • Shutdown server
• TinyMS Reasoning Visualization Experience
  • WEB UI reasoning visualization
  • Model reasoning visualization module application

Tutorials

• TinyMS ResNet50 Tutorial
  • Prerequisite
  • Introduction
  • Check output
  • Shutdown server
• TinyMS MobileNetV2 Tutorial
  • Prerequisite
  • Introduction
  • Check output
• TinyMS SSD300 Tutorial
  • Prerequisite
  • Introduction
  • Check output
  • Shutdown server
• TinyMS CycleGAN Tutorial
  • Prerequisite
  • Introduction
  • Check output

Online Video Tutorial

• TinyMS Online Video Tutorial
  • Quick Learn Shell in 30 mins
  • Quick Learn Python in 30 mins
  • Quick Learn Mathematics in Deep Learning

Design

• Design Concept
  • Background
  • Architecture
  • Implementation

API Documentation

• tinyms
• tinyms.context
• tinyms.data
• tinyms.vision
• tinyms.text
• tinyms.primitives
• tinyms.layers
• tinyms.model
• tinyms.initializers
• tinyms.losses
• tinyms.optimizers
• tinyms.callbacks
• tinyms.metrics
• tinyms.hub
• tinyms.serving
• tinyms.app

Community

• Release Roadmap
  • v0.2.0
• Contributing Guidelines
  • Contributor License Agreement
  • Getting Started
  • Contribution Workflow
  • Community Support
• Communication
  • Technical Discussion
  • Community Support
• FAQ