For example, you may write about the use of machine learning in natural language processing or review sample complexity of machine learning algorithms.
例如，你可以写关于在自然语言处理中使用机器学习的报告或机器学习中各算法的抽样复杂度的比较整理。
Computational learning theory provides formal framework for comparing the performance of two algorithms, and can determine the sample complexity and the computational complexity of some concept class.
计算学习理论为比较两算法的性能提供了形式化的框架，并能确定某概念类的计算复杂度和样本复杂度。
In our sample application, however, you need to reverse the complexity because you are displaying dynamic tables.
然而，在我们的示例应用程序中，由于您要显示动态表，因此需要逆转复杂性。
I have included a utility class called EmailSubscriber in the sample code for this article, which abstracts some of the complexity.
我已经将名为EmailSubscriber的实用工具类包括在本文的示例代码中，该示例代码摘要了某些复杂的内容。
This article's instructions along with the sample code included in the download file should take some of the complexity out of this process and make it easier for you to accomplish this type of task.
本文的详细说明以及示例包括在下载文件中，从而降低了文章的复杂度，并且可帮助您更加轻松地完成此类任务。
Compared with statistical theory, statistical learning theory focuses on the machine learning of small sample size and can trade off between the complexity of models and generalization performance.
与传统统计学相比，统计学习理论是一种专门研究小样本情况下机器学习规律的理论。
The reliability analysis and evaluation for aerospace products is difficult in engineering because of its complexity and small sample tests.
航天产品由于系统的复杂性和现场试验的小样本特点，其可靠性试验分析与评定一直是工程实践中的技术难题之一。
This new method reduces the computational complexity by using the block tridiagonal structure of the input sample correlation matrix, and at the same time keeps the property of fast convergence.
在保持了该算法快速收敛优点的同时，利用相关矩阵块三对角的特殊结构，降低了该算法的计算复杂度。
SVM solves the small sample problem mainly and finds the best compromise between the complexity of the model and the learning ability in order to obtaining the best generalization ability.
SVM主要解决小样本问题，在模型的复杂度和学习能力之间寻求最佳折衷，目的在于获得最好的泛化能力。
Based on the sample entropy, the scale factor is introduced to multi-scale entropy. Thereby, the complexity of signal under different scale factors can be analyzed by multi-scale entropy.
多尺度熵是在样本熵的基础上通过引入尺度因子，从而能够分析信号在不同尺度因子下的复杂性。
Simulation results show that LS-SVM reduces calculating complexity with high calculating speed. And it also has good generalization ability with small sample.
仿真结果表明，最小二乘支持向量机降低了计算复杂度，且有较快计算速度，在小样本情况下具有良好的泛化能力；
The complexity of biological fluids makes the sample preparation necessary in the analytical process.
生物样品的复杂性使其在进行分析测定前必须经过处理。
By working out such sample data the time complexity of figuring out min cluster is effectively reduced.
这些样本点的求得能有效减少求解最小聚类的时间复杂度。
Different penalty factors are assigned to the sample data of different importance, and the tradeoff can be determined between training errors and model complexity.
针对不同重要性的样本，采用不同的惩罚因子进行逼近，在训练错误率和模型复杂度之间进行权衡。
Thus the computational complexity is no longer depend on space dimension, but the number of samples, especially the number of support vectors in each sample.
计算的复杂度不再取决于空间维数，而是取决于样本数，尤其是样本中的支持向量数。
Thus the computational complexity is no longer depend on space dimension, but the number of samples, especially the number of support vectors in each sample.
计算的复杂度不再取决于空间维数，而是取决于样本数，尤其是样本中的支持向量数。
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