Welcome to AIModelShare’s documentation!

Installing the Library

Download the AIModelShare library from PyPI:

#install aimodelshare library
! pip install aimodelshare

To fully utilize the library functionality, you will need to set up credentials on the AI Model Share website and with Amazon Web Services

AI Model Share Tutorial

• AI Model Share Tutorial
  • Getting Started
    • Credential Configuration
    • Set Up Environment
  • Part One: Deploy a Model Playground
    • Step 1: Preprocessor Function & Setup
    • Step 2 - Build Model
    • Step 3 - Save Preprocessor
    • Step 4 - Save sklearn Model to Onnx File Format
    • Step 5 - Create your Model Playground and Deploy REST API/Live Web-Application
    • Use your new Model Playground!
  • Part Two: Create a Competition
    • Submit Models
    • Learn From Submitted Models
  • Part Three: Maintaining your Model Playground

AI Model Share Example Notebooks

• Example Notebooks
  • Tabular Classification:
    • Titanic Dataset
  • Tabular Regression:
    • Used Car Sales Price Dataset
  • Text Classification:
    • Covid Misinformation Identification
    • Clickbait Identification
    • IMDB Movie Review Identification
  • Image Classification:
    • Dog Breed Classification
    • Fashion MNIST Classification
    • Flower Classification
  • Video Classification:
    • Sports Clips Classification

AI Model Share Classes

• Model Playground Class
  • activate
    • ModelPlayground.activate()
  • deploy
    • ModelPlayground.deploy()
  • create_competition
    • ModelPlayground.create_competition()
  • create_experiment
    • create_experiment()
  • quick_submit
    • quick_submit()
  • update_runtime_model
    • update_runtime_model()
  • update_example_data
    • update_example_data()
  • delete_deployment
    • ModelPlayground.delete_deployment()
• Competition Class
  • submit_model
    • Competition.submit_model()
  • instantiate_model
    • Competition.instantiate_model()
  • inspect_model
    • Competition.inspect_model()
  • compare_models
    • Competition.compare_models()
  • stylize_compare
    • Competition.stylize_compare()
  • inspect_y_test
    • Competition.inspect_y_test()
  • get_leaderboard
    • Competition.get_leaderboard()
  • stylize_leaderboard
  • update_access_list
    • Competition.update_access_list()

AI Model Share Supporting Functions

• Supporting Functions
  • configure_credentials()
    • aimodelshare.aws.configure_credentials()
  • set_credentials()
    • aimodelshare.aws.set_credentials()
  • download_data()
    • aimodelshare.data_sharing.download_data()
  • export_eval_metric()
    • aimodelshare.custom_eval_metrics.export_eval_metric()
  • export_reproducibility_env()
    • aimodelshare.reproducibility.export_reproducibility_env()
  • share_dataset()
    • aimodelshare.data_sharing.share_dataset()

AI Model Share Advanced Features

• Advanced Features
  • Custom Deployments
  • Using PySpark
  • Connecting Custom Web Apps
  • Model Reproducibility

About Us

• The AI Model Share Initiative

Indices and tables

• Index

• Search Page

License

AI | Model Share - All rights reserved. Terms of Service and Privacy Policy.