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Machine Learning Techniques And Model Evaluation - Softcover

Vandana, Vandana; Raghav, Yogita Yashveer; Mehta, Parveen

 
9786630285956: Machine Learning Techniques And Model Evaluation

Inhaltsangabe

This book provides a comprehensive introduction to Machine Learning techniques and Model Evaluation, covering the complete lifecycle of developing intelligent predictive models. It explores fundamental learning approaches, including supervised, unsupervised, and reinforcement learning, along with widely used algorithms for classification, regression, clustering, and pattern discovery. The book also emphasizes the importance of evaluating machine learning models using appropriate performance metrics, validation techniques, and error analysis to ensure accuracy, reliability, and generalization. By integrating algorithmic concepts with practical evaluation methods, the book equips readers with the knowledge to build, assess, and optimize machine learning models for real-world applications across diverse domains.

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Über die Autorin bzw. den Autor

Ms. Vandana is an Assistant Professor in  NorthCap University, Gurugram, India.Dr. Yogita Yashveer Raghav is an Assistant Professor at K.R. Mangalam University, Gurugram, and Chairperson of the Centre of Excellence for Cloud Computing.Ms. Parveen Kumari is an Assistant Professor in the Dronacharya College of Engineering, Gurugram.

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