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This book introduces basic machine learning concepts and applications for a broad audience that includes students, faculty, and industry practitioners. We begin by describing how machine learning provides capabilities to computers and embedded systems to learn from data. A typical machine learning algorithm involves training, and generally the performance of a machine learning model improves with more training data. Deep learning is a sub-area of machine learning that involves extensive use of layers of artificial neural networks typically trained on massive amounts of data. Machine and deep...

Despite tremendous growth Indian Railways is at a critical juncture primarily due to financial condition. Being in infrastructure the IR needs financial support to expand further and provide new facilities to capture emerging traffic. In this study an attempt has been made to understand the problem and suggest some workable solutions. The book has ten chapters. In the first chapter, the financial condition of Indian Railway has been examined in view of its so called turn around followed by acute financial crunch. Second & third chapters examine the issue of freight & passenger traffic in view...

The renewable sources of energy have become a good alternative for conventional sources of energy resources. The PV modules exhibit nonlinear characteristics. The maximum power produced varies with both irradiance and temperature. Since the conversion efficiency of PV arrays is very low, it requires maximum power point tracking (MPPT) control techniques. The maximum efficiency is achieved when pv work at its maximum power point which can be obtained by using suitable MPPT algorithm. This project presents a comparison between the two Maximum Power Point Tracking (MPPT) algorithms used for the...