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Discover the art and science of solving artificial intelligence problems with Python using optimization modeling. This book covers the;
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This version replaces R with Python to make it accessible to a greater number of users outside of statistics including those from Machine;
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Implementation of computational models with Python using Numpy, with examples and case studies The modeling of linear optimization problems, from;
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Introduction to Computational Models with Python explains how to implement computational models using the flexible and easy-to-use Python;
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using frameworks such as Python XAI libraries, TensorFlow 2.0+, Keras, and custom frameworks using Python wrappers. You'll begin with an;
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statistical problems using Python; * Tutorial guide that will take the you through the journey of Bayesian analysis with the help of sample problems;
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solving real problems with Pandas, even if you're new to Python data analysis. Daniel Y. Chen introduces key concepts through simple but practical;
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statistical modeling if you need to. What you will learn Build probabilistic models using the Python library PyMC3 Analyze probabilistic models with;
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Learn the art of regression analysis with Python About This Book * Become competent at implementing regression analysis in Python;
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Practical Numerical and Scientific Computing with MATLAB (R) and Python concentrates on the practical aspects of numerical analysis and;
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Practical Numerical and Scientific Computing with MATLAB (R) and Python concentrates on the practical aspects of numerical analysis and;
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. Next, the book will ground you with the mathematical fundamentals of linear algebra, vector calculus, probability and optimization. Having;
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problems. Next, the book will ground you with the mathematical fundamentals of linear algebra, vector calculus, probability and optimization;
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importance of linear algebra through working computational examples with R and Python, including tutorials on how to install R in the Appendix. If a;
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finally ending with an appendix on Python built-in class functions.;
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A precise and accessible presentation of linear model theory, illustrated with data examples Statisticians often use linear models for data;
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Manage and Automate Data Analysis with Pandas in Python Today, analysts must manage data characterized by extraordinary variety, velocity;
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Software Implementation Illustrated with R and Python About This Book * Learn the nature of data through software which takes the;
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Science with Python - data mining, data analysis, data visualization, and machine learning Who This Book Is For If you are a Python;
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About This Book Develop a set of common applications and solutions with Neo4j and Python Secure and deploy the Neo4j database;
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with Python fills the current gap in literature on this emerging topic by taking both a theoretical and a practical perspective, making the;
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, heteroscedastic linear models, response surface models with random effects, and linear multiresponse models. The final chapter introduces generalized;
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basic mathematical concepts in linear algebra. The author begins with a presentation of the classic fixed-effects linear model and goes on to;
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Inside this book you will find all the basic notions to start with Python and all the programming concepts to build machine learning;
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is suitable for anyone with an undergraduate-level exposure to probability, statistics, or machine learning and with rudimentary knowledge of Python;
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is suitable for anyone with an undergraduate-level exposure to probability, statistics, or machine learning and with rudimentary knowledge of Python;
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includes full coverage of advanced topics, such as mixed and generalized linear models, Bayesian linear models, two-way models with empty cells;
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