Learning

Learning

1. Deductive

2. Inductive

   • Supervised Learning
     • Given: training data + desired outputs (labels)
     • Regression
     • Classification
   • Reinforcement Learning
     • Rewards from sequence of actions
   • Unsupervised Learning
     • Given: training data (without desired outputs)
     • Clustering
       • Heirarchical
         • Divsive
         • Agglomerative
       • Partitional
         • Centroid
         • Model Based
         • Graph Theoretic
         • Spectral
       • Bayesian
         • Nonparametric
         • Decision Based
     • Anomaly detection
     • outlier detection