/awesome-machine-teaching

This repo is a collection of AWESOME things about machine teaching, including papers, tutorials, codes, etc. Feel free to star and fork.

awesome-machine-teaching

This repo is a collection of AWESOME things about machine teaching, including papers, tutorials, codes, etc. Feel free to star and fork.

Contents

Papers

Survey

  • An overview of machine teaching paper
  • Machine teaching: an inverse problem to machine learning and an approach toward optimal education paper

Machine teaching on computer vision

  • Teaching Categories to Human Learners with Visual Explanations(EXPLAIN) paper code
  • Becoming the Expert-Interactive Multi-Class Machine Teaching(EER) project page

Teaching algorithms

  • Near-Optimally Teaching the Crowd to Classify(STRICT) paper
  • Interpretable Machine Teaching via Feature Feedback paper
  • Understanding the Role of Adaptivity in Machine Teaching: The Case of Version Space Learners paper
  • Near-Optimal Machine Teaching via Explanatory Teaching Sets paper
  • Active Teaching for Inductive Learners paper
  • Unlearn What You Have Learned: Adaptive Crowd Teaching with Exponentially Decayed Memory Learners paper

Lectures and Tutorials

  • Machine Teaching for Human Learners Material
  • Microsoft machine teaching group page

Application

  • Species names Link