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Written by one of the top most statisticians with experience in
diverse fields of applications of statistics, the book deals with
the philosophical and methodological aspects of information
technology, collection and analysis of data to provide insight into
a problem, whether it is scientific research, policy making by
government or decision making in our daily lives.The author dispels
the doubts that chance is an expression of our ignorance which
makes accurate prediction impossible and illustrates how our
thinking has changed with quantification of uncertainty by showing
that chance is no longer the obstructor but a way of expressing our
knowledge. Indeed, chance can create and help in the investigation
of truth. It is eloquently demonstrated with numerous examples of
applications that statistics is the science, technology and art of
extracting information from data and is based on a study of the
laws of chance. It is highlighted how statistical ideas played a
vital role in scientific and other investigations even before
statistics was recognized as a separate discipline and how
statistics is now evolving as a versatile, powerful and inevitable
tool in diverse fields of human endeavor such as literature, legal
matters, industry, archaeology and medicine.Use of statistics to
the layman in improving the quality of life through wise decision
making is emphasized.
Statistical Learning using Neural Networks: A Guide for
Statisticians and Data Scientists with Python introduces artificial
neural networks starting from the basics and increasingly demanding
more effort from readers, who can learn the theory and its
applications in statistical methods with concrete Python code
examples. It presents a wide range of widely used statistical
methodologies, applied in several research areas with Python code
examples, which are available online. It is suitable for scientists
and developers as well as graduate students. Key Features:
Discusses applications in several research areas Covers a wide
range of widely used statistical methodologies Includes Python code
examples Gives numerous neural network models This book covers
fundamental concepts on Neural Networks including Multivariate
Statistics Neural Networks, Regression Neural Network Models,
Survival Analysis Networks, Time Series Forecasting Networks,
Control Chart Networks, and Statistical Inference Results. This
book is suitable for both teaching and research. It introduces
neural networks and is a guide for outsiders of academia working in
data mining and artificial intelligence (AI). This book brings
together data analysis from statistics to computer science using
neural networks.
Statistical Learning using Neural Networks: A Guide for
Statisticians and Data Scientists with Python introduces artificial
neural networks starting from the basics and increasingly demanding
more effort from readers, who can learn the theory and its
applications in statistical methods with concrete Python code
examples. It presents a wide range of widely used statistical
methodologies, applied in several research areas with Python code
examples, which are available online. It is suitable for scientists
and developers as well as graduate students. Key Features:
Discusses applications in several research areas Covers a wide
range of widely used statistical methodologies Includes Python code
examples Gives numerous neural network models This book covers
fundamental concepts on Neural Networks including Multivariate
Statistics Neural Networks, Regression Neural Network Models,
Survival Analysis Networks, Time Series Forecasting Networks,
Control Chart Networks, and Statistical Inference Results. This
book is suitable for both teaching and research. It introduces
neural networks and is a guide for outsiders of academia working in
data mining and artificial intelligence (AI). This book brings
together data analysis from statistics to computer science using
neural networks.
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