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Tutorial on Machine Learning and Evolutionary Optimization

Mar 24, 2018 - Mar 25, 2018
09:00 AM - 04:00 PM
Jawaharlal Nehru Technological University Hyderabad College of Engineering, Ashok Nagar Kukatpally Housing Board Colony,Kukatpally
Hyderabad,India View map →

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We are living in an era when machine learning is continually transforming the day to day lives of people from nearly all social strata and has become more of a household term than a research jargon. Modern developments in machine learning has caused a paradigm shift in the realms of supervised learning and classifier design methods. This talk will begin with a primary introduction to basic classifier systems including the k-nearest neighbor (k-NN), support vector machines (SVMs), and multi-layer perceptron (MLP) models. 

The talk will then provide an eye-opener on the deep learning paradigm and the deep neural architectures along with some of their interesting applications. In the same context, the talk will discuss the derivative free and evolutionary optimization algorithms. Some hands on experiments on classification and optimization with the discussed algorithms will be demonstrated. The session will conclude with a discussion on a number of open problems which the participants will be encouraged to take up as their future research endeavor.

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Organiser : Mousmi Ajay

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Tutorial on Machine Learning and Evolutionary Optimization

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