/AI-Index-2020

This repository provides transparent access to data and scripts for the AI Index project, at the Stanford Institute for Human-Centered Artificial Intelligence (HAI).

Primary LanguageJupyter Notebook

AI-Index-2020

All the AI Index data is available here.

1. Data Harvesters

  • MAG harvester Colab
    a. Conference harvester
    b. MAG Author Lifecycle
    c. Publication/patent harvester

  • Stackoverflow Scrapper
    a. Stackoverflow scrapes the data for the given tags.

2. Datasets

  • MAG : Download data here.
    a. Conference data

    • Publication Count: It provides the data for publication count of each year of a given conference.
    • Author: It provides the data for authors who have published in the particular conference.
    • Field of Study: It provides the data of Fields aggregation over the years at all conferences.
    • Field wise Affiliation: It provides the aggregation of each affiliation in each fields over the years at a conference.
    • Affiliation: It provides the aggregation of each affiliation over the years at a conference.

  • Stackoverflow
    Download data here.
    a. Frameworks

    • Pytorch
    • Tensorflow
    • Keras

    b. Models

    • GANs
    • SLAM
    • Reinforcement Learning

    c. Fields

    • NLP
    • Computer Vision
    • Robotics
    • Time Series

    d. Datasets

    • ImageNet
    • MNIST
    • SQuAD

3. Visualisation

  • Conference:

    • Global Analysis
    • Conference Analysis
    • Meta Analysis

  • MAG-OECD Country Analysis:

    • Global Analysis
    • By Subject Areas
    • Country Initiatives

  • Stackoverflow

    • Most Popular Question on a given topic.
    • Top Unanswered Question on a given topic.
    • Number of questions over the years.
    • Growth rate of the popularity of a given topic.