Description:Machine Learning: Concepts, Techniques and Applications
starts at basic conceptual level of explaining machine learning and goes on to explain the basis of machine learning algorithms. The mathematical foundations required are outlined along with their associations to machine learning. The book then goes on to describe important machine learning algorithms along with appropriate use cases. This approach enables the readers to explore the applicability of each algorithm by understanding the differences between them. A comprehensive account of various aspects of ethical machine learning has been discussed. An outline of deep learning models is also included. The use cases, self-assessments, exercises, activities, numerical problems, and projects associated with each chapter aims to concretize the understanding.FeaturesConcepts of Machine learning from basics to algorithms to implementationComparison of Different Machine Learning Algorithms - When to use them & Why - for Application developers and ResearchersMachine Learning from an Application Perspective - General & Machine learning for Healthcare, Education, Business, Engineering ApplicationsEthics of machine learning including Bias, Fairness, Trust, ResponsibilityBasics of Deep learning, important deep learning models and applicationsPlenty of objective questions, Use Cases, Activity and Project based Learning ExercisesThe book aims to make the thinking of applications and problems in terms of machine learning possible for graduate students, researchers and professionals so that they can formulate the problems, prepare data, decide features, select appropriate machine learning algorithms and do appropriate performance evaluation.We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with Machine Learning: Concepts, Techniques and Applications. To get started finding Machine Learning: Concepts, Techniques and Applications, you are right to find our website which has a comprehensive collection of manuals listed. Our library is the biggest of these that have literally hundreds of thousands of different products represented.
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ISBN
100086717X
Machine Learning: Concepts, Techniques and Applications
Description: Machine Learning: Concepts, Techniques and Applications
starts at basic conceptual level of explaining machine learning and goes on to explain the basis of machine learning algorithms. The mathematical foundations required are outlined along with their associations to machine learning. The book then goes on to describe important machine learning algorithms along with appropriate use cases. This approach enables the readers to explore the applicability of each algorithm by understanding the differences between them. A comprehensive account of various aspects of ethical machine learning has been discussed. An outline of deep learning models is also included. The use cases, self-assessments, exercises, activities, numerical problems, and projects associated with each chapter aims to concretize the understanding.FeaturesConcepts of Machine learning from basics to algorithms to implementationComparison of Different Machine Learning Algorithms - When to use them & Why - for Application developers and ResearchersMachine Learning from an Application Perspective - General & Machine learning for Healthcare, Education, Business, Engineering ApplicationsEthics of machine learning including Bias, Fairness, Trust, ResponsibilityBasics of Deep learning, important deep learning models and applicationsPlenty of objective questions, Use Cases, Activity and Project based Learning ExercisesThe book aims to make the thinking of applications and problems in terms of machine learning possible for graduate students, researchers and professionals so that they can formulate the problems, prepare data, decide features, select appropriate machine learning algorithms and do appropriate performance evaluation.We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with Machine Learning: Concepts, Techniques and Applications. To get started finding Machine Learning: Concepts, Techniques and Applications, you are right to find our website which has a comprehensive collection of manuals listed. Our library is the biggest of these that have literally hundreds of thousands of different products represented.