Toward Machine Learning Optimization of Experimental Design

Comparative Analysis of Machine Learning Algorithms with Optimization Purposes

The field of optimization and machine learning are increasingly interplayed and optimization in different problems leads to the use of machine learning approaches‎. ‎Machine learning algorithms work in reasonable computational time for specific classes of problems and have important role in extracting knowledge from large amount of data‎. ‎In this paper‎, ‎a methodology has been employed to opt...

Optimization for Machine Learning

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Optimization for Machine Learning

Machine Learning and Optimization

This final project attempts to show the differences of machine learning and optimization. In particular while optimization is concerned with exact solutions machine learning is concerned with generalization abilities of learners. We present examples in the areas of classification and regression where this difference is easy to observe as well as theoretical reasons of why this two areas are dif...

Optimization for Machine Learning