Our research on Boltzmann machines led to cutting-edge deep learning technologies.
All neurons in the neural network are in recognition mode. The neural network in this mode can associate a data (image, text or search queries) to one of the predefined outcomes (labels, numerical prediction or ranking score).
Example tasks in Recognition mode:
All neurons in the neural network are in generation mode. The neural network in this mode can create synthetic data from an random input.
Example tasks in Creation mode:
Our boltzmann neurons, a.k.a. Zbit, can be in both recognition and creation mode. With the Zbit activated, the rest of the network can activate in a mixture mode of recognition and creation.
Without further retraining, the network can adapts the activation of neurons to the need of different tasks in generation and recognition.
Example tasks in Infinite mode: