Sentence examples for compressed models from inspiring English sources

Our results suggest that compressed models can approach the accuracy of full ensembles on this task, combining the diverse strengths of networks of very different architectures, while maintaining real-time performance.

The modules having the composition reported in Table 1 were prepared by direct compression using a 19 × 8 mm punch set (Fellc compressing model F-10/8, São Paulo, Brazil).

Compared with a simple mixed linear model, compressed mixed linear models increase the statistical power and reduce computing time for large samples [ 74].

Additionally, we demonstrated that combining information from multi-locus mixed models and compressed linear-mixed models improves QTL identification and interpretation.

In the GWAS context, another kernel function was proposed by [ 21] and termed compressed mixed model.

Even for custom TensorFlow Lite models, Google is working on compressing the models to a more workable size.

The MDL score originates from information theory and corresponds to the length of the data compressed with the compression model derived from the network structure.

Now, thanks to both advances in hardware and software, that's less of an issue and Google, Microsoft and others have also found ways to compress these models to a manageable size.

Genome-wide mapping in RILs and the association panels was carried out using a GLM, mixed linear model (MLM), or compressed mixed linear model (CMLM) with population parameters previously determined (Zhang et al. 2010) as implemented in the Genomic Association and Prediction Integrated Tool (Lipka et al. 2012).

As the millions of parameters in the deep learning model, how to reduce the parameter number and compress the model is another research topic to accelerate the deep neural network [34 38].

Therefore, CellNOptR generates all these options in the scaffold model (i.e. the compressed and expanded model that is used as a basis for optimisation) and uses the training to data to discriminate among them.