2. 2
Institute for Advanced Studies in Basic Sciences
Human-level concept learning through probabilistic program induction
Mohammad Amid Abbasi
Teacher: Dr.P.Razzaghi
Winter 2018
5. 5
1) Learn from as much data as
possible
2) Learning simple models often
works
3) Aim for prediction not
understanding
Introduction
Principles of Big Data Principles of Human Learning
1) Learn from just one or a few
examples
2) Learning complex,
compositional models that
support many abilities
3) Aim for rich causal
understanding
6. 6
How do people learn such rich concepts from very little data?