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goswami t statistical modeling machine learning concepts app 2021

Type:: E-books
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Uploaded On:: Nov. 4, 2022, 1:02 p.m.
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Textbook in PDF format Statistical Modeling in Machine Learning: Concepts and Applications presents the basic concepts and roles of statistics, exploratory data analysis and machine learning. The various aspects of Machine Learning are discussed along with basics of statistics. Concepts are presented with simple examples and graphical representation for better understanding of techniques. This book takes a holistic approach – putting key concepts together with an in-depth treatise on multi-disciplinary applications of machine learning. New case studies and research problem statements are discussed, which will help researchers in their application areas based on the concepts of statistics and machine learning. Statistical Modeling in Machine Learning: Concepts and Applications will help statisticians, machine learning practitioners and programmers solving various tasks such as classification, regression, clustering, forecasting, recommending and more. Editors' biographies Introduction to statistical modeling in machine learning: a case study A technique of data collection: web scraping with python Analysis of Covid-19 using machine learning techniques Discriminative dictionary learning based on statistical methods Artificial intelligence–based uncertainty quantification technique for external flow computational fluid dynamic (CFD) ... Contrast between simple and complex classification algorithms Classification model of machine learning for medical data analysis Regression tasks for machine learning Model selection and regularization Data clustering using unsupervised machine learning Emotion-based classification through fuzzy entropy-enhanced FCM clustering Fundamental optimization methods for machine learning Stochastic optimization of industrial grinding operation through data-driven robust optimization Dimensionality reduction using PCAs in feature partitioning framework Impact of Midday Meal Scheme in primary schools in India using exploratory data analysis and data visualization Nonlinear system identification of environmental pollutants using recurrent neural networks and Global Sensitivity Ana ... Comparative study of automated deep learning techniques for wind time-series forecasting

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Goswami T. Statistical Modeling in Machine Learning. Concepts...App 2021.pdf 9.8 MB

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goswami t statistical modeling machine learning concepts app 2021