Questions tagged [efficiency]

For questions about efficiency of ML/AI algorithms solving a particular problem.

Filter by
Sorted by
Tagged with
0
votes
0answers
8 views

How much data is needed to train a deep learning model to detect instance masks?

I am trying to get an idea of how much data is needed to train a deep convolutional neural network to detect instance masks from images. I am interested in both papers that have been written on the ...
2
votes
1answer
60 views

Why is informed search more efficient than uninformed search?

Why does informed search more efficiently finds a solution than an uninformed search?
1
vote
1answer
170 views

Most efficient neural network for human activity recognition

A paper from machinelearningmastery.com on human activity recognition states that 1D convolutional neural networks work the best on classification of human activities using data from accelometer. But, ...
3
votes
1answer
100 views

Transposition table is only used for roughly 17% of the nodes - is this expected?

I'm making a Connect Four game using the typical minimax + alpha-beta pruning algorithms. I just implemented a Transposition Table, but my tests tell me the TT only helps 17% of the time. By this I ...
7
votes
6answers
1k views

Why Python not C?

I like the enforced indentation of Python that many don't like because I hate parenthetic typing and redundant semicolons. I like the shell interface, but why do some think Python is de facto for ...
10
votes
1answer
771 views

Why is the merged neural network of AlphaGo Zero more efficient than two separate neural networks?

AlphaGo Zero contains several improvements compared to its predecessors. Architectural details of Alpha Go Zero can be seen in this cheat sheet. One of those improvements is using a single neural ...
2
votes
1answer
126 views

Are there any load balancing approaches for employee cases based on complexity score?

In working with a social services agency that provides a continuum of programs across the behavioral health and child welfare spectrum the need to adequately manage individual worker and total program ...
1
vote
1answer
70 views

how fast does need to be an AI agent to be efficient?

I know nowadays agencies are using GPUs in order to accelerate AI, but how fast should be it to be efficient, I mean I know that depends of how large and complex the assignment is but what would be a ...
5
votes
2answers
169 views

Neural networks efficiently solve traveling salesmen problems?

I occasionally read papers that show neural networks solving traveling salesmen problems and multi traveling salesmen problems efficiently? 1) Is there any analysis of the meaning of efficiency of ...
1
vote
0answers
103 views

Number of input variables for a cellular automaton (was: Squares or hexagonal?)

A cellular automaton is a state machine which is controlled by external input. The input is given by geometrical space around a cell. In a square matrix, each automaton gets input from 4 surrounding ...