ai-index-hai-stanford / 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).

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.