Questions tagged [efficiency]

Efficiency, in algorithmic processing, is usually associated to resource usage. The metrics to evaluate the efficiency of a process are commonly account for execution time, memory/disk or storage requirements, network usage and power consumption.

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Timing sequence in MapReduce

I'm running a test on MapReduce algorithm in different environments, like Hadoop and MongoDB, and using different types of data. What are the different methods or techniques to find out the execution ...
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What is the difference in computational cost at inference time between object detection and semantic segmentation?

I am aware that YOLO (v1-5) is a real-time object detection model with moderately good overall prediction performance. I know that UNet and variants are efficient semantic segmentation models that are ...
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Efficient method of performing within matrix similarity

I want to compute a similarity comparison for each entry in a dataset to every other entry that is labeled as class 1 (excluding the current entry if it has a label of 1). So, consider a matrix of ...
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Can I say that a trained neural network model with less parameters requires less resources during real world inference?

Let us imagine that we have two trained neural network models with different architectures (e.g., type of layers). The first model (a) uses 1D convolutional layers with fully-connected layers and has ...
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Finding synergies among observations of equal length

Assume we have a set $I$ with 20 different items (we call them $I_0$, $I_1$ up to $I_{19}$). Also we have $n$ observations $O \in I^{n\times 8}$; so each observation is a subset of $I$ with exactly 8 ...
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Efficiency of a supercomputer. Alternatives to rent one to process large amount of data

I want to live from poker as I don't find a job as geologist, and I am making a trainning system to train myself. I need to process some data to calculate the mathematical chances for each 270.000 ...