Alvaro Fuentes's Books

Mastering Predictive Analytics with scikit-learn and TensorFlow

Implement machine learning techniques to build advanced predictive models using Python

By: Alvaro Fuentes

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Mastering Predictive Analytics with scikit-learn and TensorFlow

Implement machine learning techniques to build advanced predictive models using Python

By: Alvaro Fuentes

Learn advanced techniques to improve the performance and quality of your predictive models Key FeaturesUse ensemble methods to improve the performance of predictive analytics modelsImplement feature selection, dimensionality reduction, and cross-validation techniquesDevelop neural network models and master the basics of deep learningBook Description Python is a programming language that provides a wide range of features that can be used in the field of data science. Mastering Predictive Analytics with scikit-learn and TensorFlow covers various implementations of ensemble methods, how they are used with real-world datasets, and how they improve prediction accuracy in classification and regression problems. This book starts with ensemble methods and their features. You will see that scikit-learn provides tools for choosing hyperparameters for models. As you make your way through the book, you will cover the nitty-gritty of predictive analytics and explore its features and characteristics. You will also be introduced to artificial neural networks and TensorFlow, and how it is used to create neural networks. In the final chapter, you will explore factors such as computational power, along with improvement methods and software enhancements for efficient predictive analytics. By the end of this book, you will be well-versed in using deep neural networks to solve common problems in big data analysis. What you will learnUse ensemble algorithms to obtain accurate predictionsApply dimensionality reduction techniques to combine features and build better modelsChoose the optimal hyperparameters using cross-validationImplement different techniques to solve current challenges in the predictive analytics domainUnderstand various elements of deep neural network (DNN) modelsImplement neural networks to solve both classification and regression problemsWho this book is for Mastering Predictive Analytics with scikit-learn and TensorFlow is for data analysts, software engineers, and machine learning developers who are interested in implementing advanced predictive analytics using Python. Business intelligence experts will also find this book indispensable as it will teach them how to progress from basic predictive models to building advanced models and producing more accurate predictions. Prior knowledge of Python and familiarity with predictive analytics concepts are assumed.

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149

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Packt Publishing Ltd

Published Date

ISBN 10

1789612241

ISBN 13

9781789612240

The Statistics and Calculus with Python Workshop

A comprehensive introduction to mathematics in Python for artificial intelligence applications

By: Peter Farrell,Alvaro Fuentes,Ajinkya Sudhir Kolhe,Quan Nguyen,Alexander Joseph Sarver,Marios Tsatsos

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The Statistics and Calculus with Python Workshop

A comprehensive introduction to mathematics in Python for artificial intelligence applications

By: Peter Farrell,Alvaro Fuentes,Ajinkya Sudhir Kolhe,Quan Nguyen,Alexander Joseph Sarver,Marios Tsatsos

With examples and activities that help you achieve real results, applying calculus and statistical methods relevant to advanced data science has never been so easy Key FeaturesDiscover how most programmers use the main Python libraries when performing statistics with PythonUse descriptive statistics and visualizations to answer business and scientific questionsSolve complicated calculus problems, such as arc length and solids of revolution using derivatives and integralsBook Description Are you looking to start developing artificial intelligence applications? Do you need a refresher on key mathematical concepts? Full of engaging practical exercises, The Statistics and Calculus with Python Workshop will show you how to apply your understanding of advanced mathematics in the context of Python. The book begins by giving you a high-level overview of the libraries you'll use while performing statistics with Python. As you progress, you'll perform various mathematical tasks using the Python programming language, such as solving algebraic functions with Python starting with basic functions, and then working through transformations and solving equations. Later chapters in the book will cover statistics and calculus concepts and how to use them to solve problems and gain useful insights. Finally, you'll study differential equations with an emphasis on numerical methods and learn about algorithms that directly calculate values of functions. By the end of this book, you'll have learned how to apply essential statistics and calculus concepts to develop robust Python applications that solve business challenges. What you will learnGet to grips with the fundamental mathematical functions in PythonPerform calculations on tabular datasets using pandasUnderstand the differences between polynomials, rational functions, exponential functions, and trigonometric functionsUse algebra techniques for solving systems of equationsSolve real-world problems with probabilitySolve optimization problems with derivatives and integralsWho this book is for If you are a Python programmer who wants to develop intelligent solutions that solve challenging business problems, then this book is for you. To better grasp the concepts explained in this book, you must have a thorough understanding of advanced mathematical concepts, such as Markov chains, Euler's formula, and Runge-Kutta methods as the book only explains how these techniques and concepts can be implemented in Python.

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739

Publisher

Packt Publishing Ltd

Published Date

ISBN 10

1800208367

ISBN 13

9781800208360

Hands-On Predictive Analytics with Python

Master the complete predictive analytics process, from problem definition to model deployment

By: Alvaro Fuentes

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Hands-On Predictive Analytics with Python

Master the complete predictive analytics process, from problem definition to model deployment

By: Alvaro Fuentes

Step-by-step guide to build high performing predictive applications Key FeaturesUse the Python data analytics ecosystem to implement end-to-end predictive analytics projectsExplore advanced predictive modeling algorithms with an emphasis on theory with intuitive explanationsLearn to deploy a predictive model's results as an interactive applicationBook Description Predictive analytics is an applied field that employs a variety of quantitative methods using data to make predictions. It involves much more than just throwing data onto a computer to build a model. This book provides practical coverage to help you understand the most important concepts of predictive analytics. Using practical, step-by-step examples, we build predictive analytics solutions while using cutting-edge Python tools and packages. The book's step-by-step approach starts by defining the problem and moves on to identifying relevant data. We will also be performing data preparation, exploring and visualizing relationships, building models, tuning, evaluating, and deploying model. Each stage has relevant practical examples and efficient Python code. You will work with models such as KNN, Random Forests, and neural networks using the most important libraries in Python's data science stack: NumPy, Pandas, Matplotlib, Seaborn, Keras, Dash, and so on. In addition to hands-on code examples, you will find intuitive explanations of the inner workings of the main techniques and algorithms used in predictive analytics. By the end of this book, you will be all set to build high-performance predictive analytics solutions using Python programming. What you will learnGet to grips with the main concepts and principles of predictive analyticsLearn about the stages involved in producing complete predictive analytics solutionsUnderstand how to define a problem, propose a solution, and prepare a datasetUse visualizations to explore relationships and gain insights into the datasetLearn to build regression and classification models using scikit-learnUse Keras to build powerful neural network models that produce accurate predictionsLearn to serve a model's predictions as a web applicationWho this book is for This book is for data analysts, data scientists, data engineers, and Python developers who want to learn about predictive modeling and would like to implement predictive analytics solutions using Python's data stack. People from other backgrounds who would like to enter this exciting field will greatly benefit from reading this book. All you need is to be proficient in Python programming and have a basic understanding of statistics and college-level algebra.

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320

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Packt Publishing Ltd

Published Date

ISBN 10

1789134544

ISBN 13

9781789134544

Critical Decisions at a Critical Age

Adolescents and Young Adults in Latin America

By: Manuelita Ureta,Carlos Filgueira,Naercio Aquino Menezes-Filho,Suzanne Duryea,Lykke E. Andersen,Fernando Filgueira,Josefina Bruni Celli,Carmen Elisa Flórez,Jairo Núñez,Alvaro Fuentes,Alejandra Cox Edwards

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Critical Decisions at a Critical Age

Adolescents and Young Adults in Latin America

This book uses micro-level data for 18 Latin American countries to examine the choices adolescents make in three areas of behavior: their time allocation toward school and work, their sexual behavior and fertility, and their adoption of adult roles as they marry or cohabitate. Analyzing these issues comparatively across countries provides a richer contrast of the broad range of behavior among youth around the region than traditional country studies. The analysis pays particular attention to the accumulation of human capital, a key determinant of living standards at the individual level and social progress at the aggregate level.

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264

Publisher

Inter-American Development Bank

Published Date

ISBN 10

1931003548

ISBN 13

9781931003544

Become a Python Data Analyst

Perform exploratory data analysis and gain insight into scientific computing using Python

By: Alvaro Fuentes

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Become a Python Data Analyst

Perform exploratory data analysis and gain insight into scientific computing using Python

By: Alvaro Fuentes

Enhance your data analysis and predictive modeling skills using popular Python tools Key Features Cover all fundamental libraries for operation and manipulation of Python for data analysis Implement real-world datasets to perform predictive analytics with Python Access modern data analysis techniques and detailed code with scikit-learn and SciPy Book Description Python is one of the most common and popular languages preferred by leading data analysts and statisticians for working with massive datasets and complex data visualizations. Become a Python Data Analyst introduces Python’s most essential tools and libraries necessary to work with the data analysis process, right from preparing data to performing simple statistical analyses and creating meaningful data visualizations. In this book, we will cover Python libraries such as NumPy, pandas, matplotlib, seaborn, SciPy, and scikit-learn, and apply them in practical data analysis and statistics examples. As you make your way through the chapters, you will learn to efficiently use the Jupyter Notebook to operate and manipulate data using NumPy and the pandas library. In the concluding chapters, you will gain experience in building simple predictive models and carrying out statistical computation and analysis using rich Python tools and proven data analysis techniques. By the end of this book, you will have hands-on experience performing data analysis with Python. What you will learn Explore important Python libraries and learn to install Anaconda distribution Understand the basics of NumPy Produce informative and useful visualizations for analyzing data Perform common statistical calculations Build predictive models and understand the principles of predictive analytics Who this book is for Become a Python Data Analyst is for entry-level data analysts, data engineers, and BI professionals who want to make complete use of Python tools for performing efficient data analysis. Prior knowledge of Python programming is necessary to understand the concepts covered in this book

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170

Publisher

Packt Publishing Ltd

Published Date

ISBN 10

1789534402

ISBN 13

9781789534405

Guide to the Perfect Latin American Idiot

By: Plinio Apuleyo Mendoza,Carlos Alberto Montaner,Alvaro Vargas Llosa

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Guide to the Perfect Latin American Idiot

By: Plinio Apuleyo Mendoza,Carlos Alberto Montaner,Alvaro Vargas Llosa

By opening the ever-escalating debate regarding Latin America's "underdeveloped" status and cloaking the seriousness of the situation with wit and humor, the Guide to the Perfect Latin American Idiot reached number one status on the nonfiction bestseller lists in many countries in Latin America. It reveals the connection between economic success and cultural values—attitudes toward work, education, health care and community—and the consequence of the Latin American people retaining or evolving these values.

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238

Publisher

Madison Books

Published Date

ISBN 10

1461662788

ISBN 13

9781461662785

Hypothermia

By: Alvaro Enrigue

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Hypothermia

By: Alvaro Enrigue

Shocking, erudite, and affecting, these twenty-odd short stories, "micro-novels," and vignettes span a vast territory, from Mexico City to Washington, D.C. to the late nineteenth-century Adriatic to the blood-soaked foothills of California's gold-rush country, introducing an array of bewildering characters: a professor of Latin American literature who survives a tornado and, possibly, an orgy; an electrician confronting the hardest wiring job of his career; a hapless garbage man who dreams of life as a pirate; and a prodigiously talented Polish baritone waging musical war against his church.Hypothermiaexplores the perilous limits of love, language, and personality, the brutal gravity of cultural misunderstandings, and the coldly smirking will to self-destruction hiding within our irredeemably carnal lives.

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182

Publisher

Deep Vellum Publishing

Published Date

ISBN 10

1564789691

ISBN 13

9781564789693

The Adventures and Misadventures of Maqroll

By: Alvaro Mutis

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The Adventures and Misadventures of Maqroll

By: Alvaro Mutis

Maqroll the Gaviero (the Lookout) is one of the most alluring and memorable characters in the fiction of the last twenty-five years. His extravagant and hopeless undertakings, his brushes with the law and scrapes with death, and his enduring friendships and unlooked-for love affairs make him a Don Quixote for our day, driven from one place to another by a restless and irregular quest for the absolute. Álvaro Mutis's seven dazzling chronicles of the adventures and misadventures of Maqroll have won him numerous honors and a passionately devoted readership throughout the world. Here for the first time in English all these wonderful stories appear in a single volume in Edith Grossman's prize-winning translation.

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724

Publisher

New York Review of Books

Published Date

ISBN 10

0940322919

ISBN 13

9780940322912

Lending for Electric Power in Sub-Saharan Africa

By: Alvaro J. Covarrubias

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Lending for Electric Power in Sub-Saharan Africa

By: Alvaro J. Covarrubias

Urban Management Programme Paper No. 19. Describes and illustrates a range of participatory strategies to assist urban managers in expanding the role and effectiveness of user participation in the provision and operation of infrastructure. The paper draws on numerous case studies to demonstrate how participation has been successful in various scenarios.

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118

Publisher

World Bank Publications

Published Date

ISBN 10

0821336444

ISBN 13

9780821336441

Proof and the Burden of Proof in International Investment Law

By: Giulio Alvaro Cortesi

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Proof and the Burden of Proof in International Investment Law

By: Giulio Alvaro Cortesi

International investment arbitration has been dubbed the “Antarctica” of international procedural law. This book explores international investment arbitration (IIA) using the searchlight of comparative analysis. Further, it provides answers to several questions, such as the role of ICJ judgments and WTO decisions as a source of inspiration for how proof and the burden of proof are approached in IIA. By investigating various evidence-related issues, the book also sheds light on overarching questions including the role of IIA as a subsystem of international economic law.

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240

Publisher

Springer Nature

Published Date

ISBN 10

3030963438

ISBN 13

9783030963439

Become a Python Data Analyst

Perform exploratory data analysis and gain insight into scientific computing using Python

By: Alvaro Fuentes

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Become a Python Data Analyst

Perform exploratory data analysis and gain insight into scientific computing using Python

By: Alvaro Fuentes

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Solve jigsaw puzzle

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Page Count

170

Publisher

Packt Publishing Ltd

Published Date

ISBN 10

1789534402

ISBN 13

9781789534405

Mastering Predictive Analytics with scikit-learn and TensorFlow

Implement machine learning techniques to build advanced predictive models using Python

By: Alvaro Fuentes

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Mastering Predictive Analytics with scikit-learn and TensorFlow

Implement machine learning techniques to build advanced predictive models using Python

By: Alvaro Fuentes

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Solve jigsaw puzzle

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Page Count

149

Publisher

Packt Publishing Ltd

Published Date

ISBN 10

1789612241

ISBN 13

9781789612240

Hands-On Predictive Analytics with Python

Master the complete predictive analytics process, from problem definition to model deployment

By: Alvaro Fuentes

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Hands-On Predictive Analytics with Python

Master the complete predictive analytics process, from problem definition to model deployment

By: Alvaro Fuentes

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Solve jigsaw puzzle

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Page Count

320

Publisher

Packt Publishing Ltd

Published Date

ISBN 10

1789134544

ISBN 13

9781789134544

Book's by Alvaro Fuentes

Mastering Predictive Analytics with scikit-learn and TensorFlow

Mastering Predictive Analytics with scikit-learn and TensorFlow

The Statistics and Calculus with Python Workshop

The Statistics and Calculus with Python Workshop

Hands-On Predictive Analytics with Python

Hands-On Predictive Analytics with Python

Critical Decisions at a Critical Age

Critical Decisions at a Critical Age

Become a Python Data Analyst

Become a Python Data Analyst

Guide to the Perfect Latin American Idiot

Guide to the Perfect Latin American Idiot

Hypothermia

Hypothermia

The Adventures and Misadventures of Maqroll

The Adventures and Misadventures of Maqroll

Lending for Electric Power in Sub-Saharan Africa

Lending for Electric Power in Sub-Saharan Africa

Proof and the Burden of Proof in International Investment Law

Proof and the Burden of Proof in International Investment Law

Become a Python Data Analyst

Become a Python Data Analyst

Mastering Predictive Analytics with scikit-learn and TensorFlow

Mastering Predictive Analytics with scikit-learn and TensorFlow

Hands-On Predictive Analytics with Python

Hands-On Predictive Analytics with Python

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