/Active-Learning-Framework

Primary LanguageJupyter Notebook

Active-Learning-Framework

This repository contains notebooks that demonstrate the following Active Learning Strategies:

  • Pool Based Active Learning:
    • Uncertainty Sampling
      • Least Confident Measure
      • Entropy Measure
      • Most Confused Measure
    • Committee Sampling
      • Vote Entropy Based Sampling
      • KL Divergence Based Sampling
    • Diversity Sampling
  • Stream Based Active Learning
    • Uncertainty Sampling
      • Least Confident Measure
      • Entropy Measure
      • Most Confused Measure
    • Committee Sampling
      • Vote Entropy Based Sampling
      • KL Divergence Based Sampling

All notebooks are runnable from top to bottom.

Dependencies:

  1. Numpy 1.15.4
  2. Scikit Learn 0.20.1
  3. Matplotlib 3.1.1