Cats, dogs, cows, and other animals have better learning capabilities than deep learning systems. This is specifically because most DL systems are frozen, compr

Cats, dogs, cows, and other animals have better learning capabilities than deep learning systems. This is specifically because most DL systems are frozen, compressed snapshots of a static training distribution. The deployment distribution is not only dynamic, but malleable: output of the model changes the distribution of 'correct' outputs for most nontrivial tasks. Continuous unsupervised retraining and fine tuning is beyond the capabilities of deep learning.