DeepMind's spatial reasoning with relational and neural networks

DeepMind is the one the world's leading agencies working on Artificial Intelligence. The company has been carrying out researches on spatial reasoning. The major application of spatial reasoning is into AI. This is the aspect where the AI world is failing these days. Because, spatial reasoning is the intuitive ability of human beings.
Artificial Intelligence
Spatial reasoning means identifying the objects based upon its three dimension. In 2D, it may be a circle but in 3D, it is a sphere. Such perception of object is very natural in human beings. This is also called spatial visualisation ability. The performance of spatial visualisation with certain user interfaces through several cognitive tests. Form board, paper folding, surface development are some of the cognitive tests for spatial reasoning.
**The Form board is the test for shape perception. The task is to get similar objects with smaller shapes to construct a final bigger shape. The participant has to identify which smaller shapes combination can result in the bigger one.
**The paper folding test consists of a paper through multiple folds and finally, several holes are made. The participant has to make the same folds with reference to the holes for a new paper.
**The surface development test involves in indication of the numbers and alphabet combination, where a pre-configured flat surfaces with alphabet and numbers mentioned.
DeepMind has recently published a proposal that with all its advancement in this context, particularly distinguishing objects and grasping the relation between objects. Here is a sample from the proposal.
DeepMind Spatial reasoning
DeepMind Spatial reasoning
The machines are generally "trained" by machine learning. Supervised learning is the sub-discipline of machine learning, which deals with the training of pattern matching. As of now, the computers has surpassed the capabilities of humans in pattern matching. There are other aspects that the computers are toe trained in order to compete the capabilities of humans. As AI is extending its wings, DeepMind is involving itself more into the research.

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