Statistics for Machine Learning - Singh, Himanshu
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A practical guide that will help you understand the Statistical Foundations of any Machine Learning Problem.Key FeaturesDevelop a Conceptual and Mathematical understanding of StatisticsGet an overview of Statistical Applications in PythonLearn how to perform Hypothesis testing in StatisticsUnderstand why Statistics is important in Machine LearningLearn how to process data in PythonDescriptionThis book talks about Statistical concepts in detail, with its applications in Python. The book starts with an introduction to Statistics and moves on to cover some basic Descriptive Statistics concepts…mehr

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A practical guide that will help you understand the Statistical Foundations of any Machine Learning Problem.Key FeaturesDevelop a Conceptual and Mathematical understanding of StatisticsGet an overview of Statistical Applications in PythonLearn how to perform Hypothesis testing in StatisticsUnderstand why Statistics is important in Machine LearningLearn how to process data in PythonDescriptionThis book talks about Statistical concepts in detail, with its applications in Python. The book starts with an introduction to Statistics and moves on to cover some basic Descriptive Statistics concepts such as mean, median, mode, etc. You will then explore the concept of Probability and look at different types of Probability Distributions. Next, you will look at parameter estimations for the unknown parameters present in the population and look at Random Variables in detail, which are used to save the results of an experiment in Statistics. You will then explore one of the most important fields in Statistics - Hypothesis Testing, and then explore various types of tests used to check our hypothesis. The last part of our book will focus on how you can process data using Python, some elements of Non-parametric statistics, and finally, some introduction to Machine Learning.What you will learnUnderstand the basics of StatisticsGet to know more about Descriptive StatisticsUnderstand and learn advanced Statistics techniquesLearn how to apply Statistical concepts in PythonUnderstand important Python packages for Statistics and Machine LearningWho this book is forThis book is for anyone who wants to understand Statistics and its use in Machine Learning. This book will help you understand the Mathematics behind the Statistical concepts and the applications using the Python language. Having a working knowledge of the Python language is a prerequisite.Table of Contents1. Introduction to Statistics2. Descriptive Statistics3. Probability4. Random Variables5. Parameter Estimations6. Hypothesis Testing7. Analysis of Variance8. Regression9. Non Parametric Statistics10. Data Analysis using Python11. Introduction to Machine LearningAbout the Authors Himanshu Singh is an AI Technology Lead at Legato Healthcare (An Anthem Inc. Company). He has around 7 years of experience in the domain of Machine Learning and Artificial Intelligence. Himanshu is an author of three books in Machine Learning and is a trainer by passion. He is a guest faculty at various institutes like Narsee Monjee Institute of Management Studies, IMT, Vignana Jyothi Institute of Management.LinkedIn Profile: https: //www.linkedin.com/in/himanshu-singh-2264a350/Blog links: https: //medium.com/@himanshuit3036Facebook Profile: https: //www.facebook.com/silli23Read m