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[booksz]

JavaScript Handbook: Core Concepts: JavaScript Foundations: Essential Concepts and Skills (Advanced Core JavaScript Mastery Series)
by Laurence Lars Svekis
English | December 18, 2024 | ASIN: B0DQXZVQPV | 182 pages | PDF | 54 Mb

The JavaScript Handbook: Core Concepts is a comprehensive guide designed to help developers build a rock-solid foundation in JavaScript programming. Whether you're a beginner taking your first steps or an experienced developer looking to fill knowledge gaps, this book delivers clear, practical lessons on essential concepts like variables, functions, closures, and asynchronous programming.
The book offers an interactive learning experience that combines theory with practice. Each chapter focuses on a core JavaScript concept, starting with clear explanations and real-world examples. To reinforce understanding, every chapter includes multiple-choice questions, coding exercises, and step-by-step solutions that challenge and support the learner.
Key topics include:
Data Types and Variables: Learn how to work with numbers, strings, booleans, and objects.
Functions and Scope: Master function declarations, expressions, arrow functions, and closures.
Object-Oriented Programming (OOP): Understand prototypes, inheritance, classes, and method chaining.
Asynchronous JavaScript: Get a deep understanding of callbacks, promises, and async/await.
Design Patterns and Best Practices: Write clean, maintainable, and efficient code.
With a hands-on approach, readers will not only learn the "what" and "why" behind each concept but also gain the practical experience of writing real code. This book equips developers to write cleaner, more maintainable code and prepares them for technical interviews, modern web development jobs, and personal projects.
This book is part of a comprehensive series covering core JavaScript concepts, object-oriented programming, advanced functions, and more. By the end, you'll have the confidence to tackle real-world challenges in JavaScript development and create your own scalable, maintainable applications.
Whether you're preparing for an interview, seeking to level up your development skills, or aiming to deepen your understanding of JavaScript, the JavaScript Handbook: Core Concepts will guide you every step of the way.

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[booksz]

Frank Kern, "Joint Venture Contact Secrets"
English | ASIN : B07ZKDC6TK | 2019 | 53 pages | EPUB | 1426 KB
Joint ventures are like mini-partnerships when 2 or more individuals or businesses collaborate on a specific project, by pooling resources, talents, time and energy. Ultimately, both partners work together in some capacity for mutual benefit. They agree to share the rewards, as well as any risks. Unlike a business partnership, joint ventures are short term collaborative projects.

Joint ventures expand your reach by accessing a pre-qualified audience.
Collaboration gives you the opportunity to co-create new products or services by collaborating with partners who bring different competencies or expertise to the table.

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[booksz]

Karkalla at Home: Native Foods and Everyday Recipes for Connecting to Country
by Woods, Mindy;
English | 2024 | ISBN: 1761500139 | 200 pages | True EPUB | 103.79 MB

Experience the incredible wealth of First Nations foods in everyday recipes for home cooks and families.
'Vibrant, bold and delicious.' - Margot Robbie
'The essence of Australia.' - Bruce Pascoe
Welcome to Karkalla At Home, a please-use-me cookbook that brings Australia's incredible bounty of native foods into your kitchen. Chef, author and proud Bundjalung woman Mindy Woods features stories and profiles on more than 40 of the continent's most readily available native ingredients, including the iconic macadamia, citruses, berries, plums, myrtles and seeds, coastal greens and succulents, and a host of exceptional native seafood. Connect to Country with more than 110 easy and inspiring recipes, including everything from breakfasts and weeknight mains to special occasion centrepieces, along with a vibrant array of drinks and desserts. Featuring photography shot on Bundjalung land by Rob Palmer and artwork and illustrations from First Nations designer Jenna Lee, this gorgeous hardback celebrates the gifts from Country.
Karkalla is the beautiful coastal succulent that chef, author and proud Bundjalung woman Mindy Woods was first taught to pick as a child, and it's also the name of her award-winning, native ingredient-driven restaurant and culinary experience based in Byron Bay.

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[booksz]

Bardo Fassbender, "Key Documents on the Reform of the UN Security Council 1991-2019"
English | ISBN: 9004415173 | 2020 | 1444 pages | PDF | 6 MB
Key Documents on the Reform of the UN Security Council 1991-2019 brings together primary source documents reflecting the political, legal and academic discussions about reform of the United Nations Security Council, in particular its membership and decision-making. The collection objectively reflects the various positions of all participants, including governments, UN bodies, universities and think tanks.

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[booksz]

Paul Zarembka, "Key Elements of Social Theory Revolutionized by Marx "
English | ISBN: 1642596108 | 2021 | 274 pages | PDF | 2 MB
This innovative book hones in on key elements of Marx's vast oeuvre, focusing on his contribution to social theory. Themes addressed include: the declining utility of Hegelian philosophy for Marx, his deepening confrontation with Ricardian political economy, Engels' distorting impact on the publication of Capital, the place of the accumulation of capital, and especially of 'primitive accumulation', in Marx's thought, and more. Extending beyond an analysis of the writing of Marx himself, Zarembka highlights the contributions of Rosa Luxemburg in the realms of political economy and nationalism and closes the book with a consideration of state conspiracies.

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[booksz]

Kid Reporter Field Guide: A How-To Book for Junior Journalists (TIME for Kids) by Hannah Rose Holzer
English | December 31st, 2024 | ISBN: 0593754956 | 112 pages | True EPUB | 26.50 MB
Learn how to be a junior journalist with this TIME For Kids Field Guide!

This field guide teaches you how to write many types of articles across several different sections including News, Opinion, Reviews, Arts and Culture, Sports, and more! Learn how to be a journalist in this book that explains how to interview sources, cover sports events, critique restaurants, write features on impactful people, and create great articles. This guide also features biographies on several famous journalists throughout history, including Ida B. Wells and Nellie Bly.
Providing reliable sources for parents and educators for over 25 years, the TIME for Kids field guide is an excellent gift for young readers who want to learn more about the world and how to write about it.

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[booksz]

King Solomon's Wealth Playbook: A Guide to Sustainable Wealth-Building for Modern Business by LEONARD NTEONWE
English | November 12, 2024 | ISBN: N/A | ASIN: B0DMWFFLDH | 386 pages | EPUB | 0.82 Mb
A Proven Guide to Sustainable Wealth-Building for Modern Business.

In the ever-evolving business environment of today, the pursuit of sustainable wealth creation remains a universal challenge. As modern entrepreneurs and corporate leaders grapple with the complexities of the modern economy, they would do well to look to the timeless wisdom of one of history's greatest wealth builders- King Solomon.
Renowned for his unparalleled prosperity and economic prowess, King Solomon's reign stands as a testament to the power of strategic wealth-building. Through a masterful blend of shrewd financial management, innovative commercial partnerships, and a deep understanding of human capital, Solomon transformed his kingdom into a global economic powerhouse, amassing riches that have become the stuff of legend.
In "King Solomon's Wealth Playbook: A Guide to Sustainable Wealth-Building for Modern Business," seasoned business consultant Leonard Nteonwe invites readers to embark on a transformative journey, unlocking the secrets to Solomon's wealth-building strategies and uncovering their profound relevance in today's dynamic business landscape.
Drawing on his extensive experience in guiding organizations toward sustainable growth, Nteonwe weaves a compelling narrative that seamlessly blends historical insights, practical case studies, and actionable strategies. Through a meticulously researched exploration of Solomon's kingdom, readers will discover a treasure trove of timeless principles that can be directly applied to their own wealth-building endeavors.
From diversifying revenue streams and fostering strategic partnerships to cultivating a culture of wisdom and ethical leadership, this comprehensive guide equips readers with the tools and mindset necessary to navigate the ever-evolving challenges of the modern business world. King Solomon's Wealth Playbook offers a uniquely engaging and impactful reading experience, packed with personal anecdotes, real-world examples, and visually engaging infographics.
Whether you are an aspiring entrepreneur, a seasoned business leader, or someone seeking lasting financial security, this book promises to be your indispensable companion on the journey toward sustainable wealth creation. Prepare to be inspired, empowered, and equipped with the time-tested strategies that catapulted King Solomon to the pinnacle of prosperity - and unlock your path to enduring success.

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[booksz]

Peter Lancaster, "Knight's Battles"
English | ISBN: 1528935179 | 2020 | 286 pages | EPUB | 1233 KB
In 1938, it was becoming obvious that twenty years of political ineptitude meant that the 'war to end wars' was anything but and a new generation would have to pay the price.

Among that new generation is Pilot Officer George Knight, who, by September 1939, becomes an operational fighter pilot soon to move with 686 Squadron to France, little suspecting that both love and danger await him before the shooting war even begins. When it does, the Battle of France is quickly lost and after a period of furious action in which he experiences the harsh realities of total war for the first time, he is swept up in the resulting chaos and evacuated to England, leaving behind more than just regrets...
June 1940 finds 686 reforming around a handful of stalwarts including George, now an embittered man on a mission to kill as many Germans as possible, and soon coming into conflict with a new CO overly reliant on outdated ideas. From July through to September, the Battle of Britain grows in intensity as the 'few' seek to turn back the Luftwaffe tide and within that greater conflict, George has to balance personal priorities with discipline and the greater good. Even when the battle has passed its climax, fate still has a few twists in store...
Meanwhile, in France, the first stirrings of resistance are taking place...
Read more

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[booksz]

Komplexe Unternehmen erfolgreich führen: Herausforderung für Supervisory und Executive Boards
Deutsch | 2025 | ISBN: 3662698072 | 164 Pages | PDF (True) | 1.4 MB



Komplexe Unternehmen zeichnen sich durch einen hohen Umsatz, eine große Mitarbeiterzahl, viele Produkte und Dienstleistungen, internationale Aktivitäten und eine dezentrale Leistungserstellung aus. Neben der Größe und Vielfältigkeit sind komplexe Unternehmen auch durch eine hohe Umfelddynamik und große interne Veränderungen charakterisiert.

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[booksz]

LAS SOMBRAS, LOS CORRALES Y EL ESTRÉS CALÓRICO: Guía para combatir con Éxito al Estrés Calórico de las Vacas Lecheras. by CEacuteSAR MUROYA UMESAKI
Spanish | August 21, 2020 | ISBN: N/A | ASIN: B08GH7RWYD | 132 pages | PDF | 20 Mb
El Estrés Calórico es un grave problema que puede causar que las Vacas Lecheras reduzcan su producción de Leche hasta en un 50%, ocasionando inmensos perjuicios económicos a su Establo Lechero.

El Estrés Calórico, junto con la Mastitis, son los problemas más perjudiciales, económicamente hablando, de los Establos Lecheros.
Este trabajo que le presentamos trata de absolver los cuestionamientos que muchos nos hacemos sobre este problema
A través de este libro, usted obtendrá respuestas a preguntas fundamentales para poder combatir con eficiencia este critico problema.
Preguntas tales como:
*¿En qué sentido y a qué altura deben ser colocados los sombreadores?
*En sentido ¿hacia el norte o hacia el Oeste?
¿De qué material debe ser construido? ¿De qué color? ¿En qué sentido?
¿Cómo debemos instalar los Corrales, sus comederos y bebederos?
¿Cómo puedo calcular la zona fresca de un sombreador?
*¿Cómo afecta la temperatura y la Humedad Relativa en la Producción de leche de la Vaca?
¿Cómo podemos combatir de manera efectiva al Estrés Calórico de las Vacas?
.... Y muchas preguntas más.
Es importante anotar que este libro fue distribuido a más de 5,000 ganaderos del país con el fin de que puedan enfrentar con éxito a este grave problema que tanto perjuicio les ocasiona.
ACERCA DEL AUTOR
César Muroya Umesaki es un profesional peruano de brillante trayectoria profesional, entre sus principales logros podemos señalar los siguientes:
*Ganador del PREMIO CONCYTEC a la Mejor Innovación Tecnológica, otorgado por el Consejo Nacional de Ciencia y Tecnología del Perú.
*Ganador de Medalla de Oro, Plata y Bronce en los Concursos Nacionales de Nuevas Tecnologías, otorgado por INDECOPI.
*Medalla de Plata de la 51 Feria Internacional de Ginebra, Suiza, otorgado por la Organización Mundial de la Propiedad Intelectual (OMPI)
* Ganador (en 4 oportunidades) de financiamientos de Innovaciones Empresariales, otorgado por el Ministerio de la Producción (INNOVATE PERÚ).
*Ganador (en 2 oportunidades) de financiamientos a través del Concurso Nacional de Publicaciones otorgado por el CONCYTEC.
*Representante y Conferencista por el Perú en diversos Eventos de Innovación en: España, Portugal, Suiza, EEUU, México, Santo Domingo y Colombia.
En este trabajo que se presenta bajo el título "LAS SOMBRAS, LOS CORRALES Y EL ESTRÉS CALÓRICO", el ingeniero Muroya aborda uno de los temas más cruciales que afectan la productividad de las vacas lecheras: el calor.
La combinación fatal para las vacas lecheras de: altas temperaturas con una elevada humedad relativa, provocan disminuciones en las productividades éstas de hasta el 50%, causando esto, pérdidas ingentes para los establos lecheros. En el mundo, este es un problema que afecta gravemente a los establos, sobretodo a los establos cerca de las costas y en épocas de mayor calor ambiental. En este libro, se analiza y explica los motivos por los cuales las vacas lecheras son afectadas en este contexto y se propone nuevos conceptos y procedimientos para hacer más efectivos los manejos destinados a combatir el estrés calórico en nuestras vacas lecheras. Como todos los trabajos del Ing. Muroya, este libro también plantea conceptos y análisis innovadores para incrementar la eficiencia de nuestras herramientas utilizadas para combatir este grave problema. Es importante anotar, que este trabajo realizado por el Ing. Muroya fue auspiciado por la empresa Láctea más importante del país, GLORIA SA. y por el Consejo Nacional de Ciencia y Tecnología del Perú (CONCYTEC), debido a la importancia y repercusión de este problema en los resultados económicos de los establos lecheros del país.

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[booksz]

Learning Programming for Real by Bruno Balestrini
English | August 20, 2024 | ISBN: N/A | ASIN: B0DDSMYM5B | 679 pages | PDF | 4.52 Mb
Hello, all good?

Be welcome to another book!
Nowadays we are surrounded by programming. Hardly we find something that doesn't involve computers and the most incredible of all is that learning to program is something extremely easy and fun.
Understanding programming is something simple, in a summed up way, we have an initial memory that will be projected on the computer screen. So, we change this memory by interacting with the computer and by changing the memory, we change what is projected on the screen and there it goes. Programming is nothing more than a duality memory-processor.
As I Always have been in love with helping people, teaching and studying too, throughout the years I developed my own teaching method for several subjects, among them, the programming one. So, in this book, I will teach some programming languages (C, C++, C#, java, javascript, HTML, CSS, PHP, SQL and android) and show what changes from one to other and you will realize that few things change.
Besides this, I will teach a lot of extra concepts, since the math, physics and writing part, until the part of how a computer works physically, about nanotechnology and many more.
Unfortunately, people keep creating languages and more languages and this just let the programming confusing. It is like math, people keep creating formulas and more formulas and in the end is just a rearrange of its fundamental part. The important of math is you to know its base, the concepts, and with programming is not different.
I hope that you enjoy the reading and thanks a lot for your attention!

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[booksz]

Letters to Franca (1961-1972)
by Louis Althusser and Nicholas Levett
English | 2025 | ISBN: 1350118850 | 469 Pages | True PDF | 4.54 MB

Letters to Franca offers an extensive selection from the 500 or so extraordinary letters Louis Althusser addressed to Franca Madonia between 1961 and 1972, the most productive period in Althusser's life and the time when his most characteristic works were being elaborated and first received. This correspondence allows, therefore, a unique insight into Althusser's theoretical and political trajectory, giving an intimate account of the establishment of Althusserian Marxism and the intellectual, historical and institutional milieu within which it came to prominence. It also charts the singular story of Althusser's relationship with Franca, whom he encountered in 1961 and who became his lover, intellectual confidante and Italian translator; the letters thus have a quasi-novelistic dimension and afford a gripping vision of a remarkable couple, the chronicle of a passion. Their correspondence consequently exhibits an exceptionally diverse tonal range, alternately analytical, lyrical, ludic and sombre, displaying an investment in language and expressionbarely suggested by Althusser's previously published work.
At once the diary of an intellectual-political existence and the narrative of a coup de foudre, these letters also uniquely provide an astonishingly self-reflexive account of Althusser's experience of manic depression, inviting the reader to witness its sometimes exhilarating, sometimes devastating effects upon his private and public being. Featuring an extensive record of Althusser's long-term engagement with the thought and practice of psychoanalysis, Letters to Franca bids the reader, here and throughout, to accompany Althusser on a fascinating journey - between theory and life.

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Limitless Energy: Unlocking Health, Vitality, and Longevity by Aaron Lee Johnson
English | November 1, 2024 | ISBN: N/A | ASIN: B0DLTGFYPG | 187 pages | EPUB | 1.12 Mb
Unlock the secrets to achieving boundless energy and optimal health with "Limitless Energy: Unlocking Health, Vitality, and Longevity." This transformative guide is designed for anyone seeking to enhance their vitality, improve mental clarity, and cultivate a life filled with purpose and passion.

Dive into the essential components of energy management, including the power of mindfulness, the importance of balanced nutrition, and the critical role of restorative sleep. Discover effective strategies to manage stress, harness the benefits of mindful practices, and implement sustainable lifestyle changes that will boost your energy levels and promote long-lasting health.
This book provides practical tools and actionable insights to help you create a personalized energy management plan, fostering self-awareness and resilience as you navigate daily challenges. Whether you're looking to overcome fatigue, improve your productivity, or simply elevate your overall quality of life, "Limitless Energy" is your roadmap to enhanced well-being and longevity.

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[booksz]

Linguistic Theory for Aphasia
English | 2024 | ISBN: 3031771338 | 154 Pages | PDF EPUB (True) | 3 MB
This book presents a cutting-edge overview of the language models of in phonology, morphology, syntax, and pragmatics, proposed to underlie language phenotypes across aphasic syndromes, as well as the potential applications of linguistic theory to advance therapeutic treatment -and research- in aphasiology. It draws together examples from a range of aphasic syndromes, providing valuable insights into the way language-specific properties may affect the manifestation of language deficits across aphasia. The authors discuss experimental evidence of deficits across language domains, which is crucial to those who study language abilities in aphasia. It concludes by examining how linguistic theory might contribute to patient classification in aphasia and to future directions for research in experimental linguistics and aphasiology. This book will appeal to students and scholars of neuropsychology, psycholinguistics, linguistics, and speech and language therapy.

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[booksz]

Look Who's Naked: Discovering Freedom and Joy Through Showcasing Your Naked Body To Others by Kristin Williams
English | August 28, 2024 | ISBN: N/A | ASIN: B0DFMDJF7B | 34 pages | EPUB | 0.09 Mb
Let me be the first to cheer you on as you embark on this exhilarating journey of self-expression, liberation, and joyful nudity. You might be thinking, "Is this really a thing? Nakedness as a pathway to freedom and joy?" Oh, absolutely! And believe me, it's a path worth exploring.

Let me start with a little story from my own life to set the stage. I vividly remember the first time I took the plunge-literally-into the world of public nudity. It was at a nudist beach, and I was nervous. Picture this: me, a bundle of excitement and apprehension, standing at the shoreline, trying to muster up the courage to strip down in front of a crowd of strangers.
My heart was racing, my mind was buzzing with "what ifs," and then-off came the towel. The rush of freedom was immediate and overwhelming. It was like stepping out of a heavy coat and into the sunshine, feeling the breeze and warmth all over my skin for the first time.
In that moment, I realized something profound: there's an incredible sense of liberation in being naked. It's not just about the physical act of removing your clothes; it's about shedding layers of self-doubt and societal expectations.
It's about embracing who you truly are, in all your raw, unfiltered glory. And that's what this book is all about-helping you discover that same sense of freedom and joy through showcasing your naked body to others.
You might be wondering, "Why should I show myself naked to others? Isn't that a bit... risky?" Well, sure, it can be a bit daunting, but the rewards are worth it.
When you open up and let go of your inhibitions, you're not just sharing your physical self; you're allowing others to see your true essence. It's a powerful experience that can lead to deeper connections, heightened self-esteem, and a more authentic life.
In these pages, you'll find practical tips and inspiring stories that will guide you through the process of becoming comfortable with nudity in various contexts-from the private sanctuary of your home to the vibrant atmosphere of public events. We'll explore everything from creating a comfortable space for reflection and embracing public nudity to capturing empowering nude selfies and celebrating naked connections with others.
Think of this as your personal cheerleader in the world of nudity, guiding you step-by-step through the delightful adventure of showcasing your naked self.
I'll share my own experiences, the ups and downs, the hilarious moments, and the transformative insights that come from living a naked life. Along the way, you'll discover how to find joy and freedom in being your most authentic, naked self.

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[booksz]

Developing state of the art innovative apps at speed with the Mendix low code development platform
by Krzysztof Pianta
English | 2025 | ISBN: 936589039X | 398 pages | True EPUB | 14.97 MB

This book offers a comprehensive overview of the Mendix platform from a developer's perspective. This powerful technology breaks down barriers, allowing anyone, with or without coding experience, to build custom applications quickly and efficiently with a solid foundation for platform evaluation.
Key topics include Mendix's database design, page designer, and visual tools for creating functionality through microflows and nanoflows. You will also learn about security, best practices, and automated performance enhancements. Integration with other applications via REST, SOAP, and OData is explored, as well as the creation of web, progressive, and native mobile apps, all using the same low-code approach.
By the end, you will be ready to begin your Mendix certification journey. You will have a thorough understanding of Mendix and through hands-on exercises. You will gain practical experience by developing a cloud-deployed Mendix application, positioning you for success in the fast-evolving low-code development landscape.
Key Features
● Step-by-step instructions for creating Mendix applications from scratch, with practical exercises to build hands-on experience.
● Tips and tricks to optimize performance and maintainability of Mendix applications.
● Real-world examples, case studies, and optimization tips to enhance Mendix application performance and maintainability.
What you will learn
● Grasp the essentials of low-code development and discover how it speeds up application creation.
● Build robust data models that mirror real-world structures for effective data representation.
● Create intuitive and reusable user-friendly interfaces using Mendix's drag-and-drop tools, enhancing user experience.
● To automate business processes with microflows, including complex decision-making and data manipulation.
● To integrate Mendix applications with external systems using REST, SOAP, and OData APIs.
● Advanced topics like security, integration, and mobile development.
Who this book is for
This book is intended for new and seasoned developers that are starting their journey into low code development and business users evaluating low code software development. A programming background is helpful but not required to understand the content of the book.

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[booksz]

Lua Computer Science by Christopher Topalian
English | November 8, 2024 | ISBN: N/A | ASIN: B0DMK8ZT6R | PDF | 14 Mb
This introduction to Lua helps students get started by setting up their environment to start programming in Lua.

We walk through the simple scripts that are very common to most languages and
we show each step of the way how to achieve the goals.
Happy Scripting

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[booksz]

Lua for the Curious: A Gentle Introduction to Programming
by Victor Jayden
English | December 18, 2024 | ASIN: B0DQYLYRY4 | 184 pages | PDF | 35 Mb

Lua for the Curious: A Gentle Introduction to ProgrammingAbout the Technology:
Lua is a powerful, yet easy-to-learn programming language. Known for its simplicity and efficiency, Lua is used in various fields, from game development to embedded systems. This book is your friendly guide to mastering Lua's fundamentals and unlocking its potential.
As a seasoned programmer and experienced educator, I've carefully crafted this book to provide a clear, concise, and engaging learning experience. My goal is to empower you with the knowledge and skills to write effective Lua programs.
Summary of the Book:
This book is your comprehensive guide to Lua programming. You'll start with the basics, such as variables, data types, and control flow. As you progress, you'll delve into more advanced topics like functions, tables, object-oriented programming, and metaprogramming. Throughout the book, practical examples and exercises will reinforce your learning.
Why You Need This Book:
*Easy to Learn: Lua's simple syntax and clear structure make it easy to pick up.
*Versatile Language: Lua is used in various domains, from game development to web scripting.
*Practical Approach: Learn by doing with hands-on exercises and real-world examples.
*Clear Explanations: Complex concepts are broken down into easy-to-understand steps.
*Community Support: Lua has a vibrant community and extensive resources.
This book is ideal for beginners who have no prior programming experience. It's also suitable for programmers familiar with other languages who want to quickly learn Lua.
Imagine yourself confidently writing Lua scripts, automating tasks, or creating your own games. With this book as your guide, you'll be well on your way to mastering Lua and unleashing your programming creativity.

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[booksz]

Machine Learning for Imbalanced Data: Tackle imbalanced datasets using machine learning and deep learning techniques by Kumar Abhishek, Dr Mounir Abdelaziz
English | November 30, 2023 | ISBN: 1801070830 | 344 pages | EPUB | 14 Mb
Take your machine learning expertise to the next level with this essential guide, utilizing libraries like imbalanced-learn, PyTorch, scikit-learn, pandas, and NumPy to maximize model performance and tackle imbalanced dataKey FeaturesUnderstand how to use modern machine learning frameworks with detailed explanations, illustrations, and code samplesLearn cutting-edge deep learning techniques to overcome data imbalanceExplore different methods for dealing with skewed data in ML and DL applicationsPurchase of the print or Kindle book includes a free eBook in the PDF formatBook Description

As machine learning practitioners, we often encounter imbalanced datasets in which one class has considerably fewer instances than the other. Many machine learning algorithms assume an equilibrium between majority and minority classes, leading to suboptimal performance on imbalanced data. This comprehensive guide helps you address this class imbalance to significantly improve model performance.
Machine Learning for Imbalanced Data begins by introducing you to the challenges posed by imbalanced datasets and the importance of addressing these issues. It then guides you through techniques that enhance the performance of classical machine learning models when using imbalanced data, including various sampling and cost-sensitive learning methods.
As you progress, you'll delve into similar and more advanced techniques for deep learning models, employing PyTorch as the primary framework. Throughout the book, hands-on examples will provide working and reproducible code that'll demonstrate the practical implementation of each technique.
By the end of this book, you'll be adept at identifying and addressing class imbalances and confidently applying various techniques, including sampling, cost-sensitive techniques, and threshold adjustment, while using traditional machine learning or deep learning models.What you will learnUse imbalanced data in your machine learning models effectivelyExplore the metrics used when classes are imbalancedUnderstand how and when to apply various sampling methods such as over-sampling and under-samplingApply data-based, algorithm-based, and hybrid approaches to deal with class imbalanceCombine and choose from various options for data balancing while avoiding common pitfallsUnderstand the concepts of model calibration and threshold adjustment in the context of dealing with imbalanced datasetsWho this book is for
This book is for machine learning practitioners who want to effectively address the challenges of imbalanced datasets in their projects. Data scientists, machine learning engineers/scientists, research scientists/engineers, and data scientists/engineers will find this book helpful. Though complete beginners are welcome to read this book, some familiarity with core machine learning concepts will help readers maximize the benefits and insights gained from this comprehensive resource.Table of ContentsIntroduction to Data Imbalance in Machine LearningOversampling MethodsUndersampling MethodsEnsemble MethodsCost-Sensitive LearningData Imbalance in Deep LearningData-Level Deep Learning MethodsAlgorithm-Level Deep Learning TechniquesHybrid Deep Learning MethodsModel CalibrationAppendix

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[booksz]

Machine Learning with Python: A Comprehensive Guide
by Dargslan Publishing
English | December 19, 2024 | ASIN: B0D98JY42P | 607 pages | PDF | 110 Mb

"Machine Learning with Python: A Comprehensive Guide" is your gateway to mastering the exciting world of Machine Learning (ML) using Python. This book is meticulously crafted to cater to beginners, professionals, and students alike, offering a step-by-step approach to understanding and implementing ML concepts.
Key Features:
Accessible explanations of complex ML concepts
Hands-on examples and practical applications
Comprehensive coverage from basics to advanced topics
Real-world projects to build your portfolio
Focus on Python, the leading language for ML
In this comprehensive guide, you'll journey through eight carefully structured sections:
Introduction to Machine Learning Dive into the fundamentals of ML, understand its significance in today's world, and set up your Python environment for seamless learning.
Data Preparation and Preprocessing Master the crucial skills of data cleaning, transformation, and feature engineering - the backbone of any successful ML project.
Supervised Learning Explore predictive modeling techniques including regression and classification. Learn to build models that can forecast outcomes and categorize data with precision.
Unsupervised Learning Discover patterns and structures in data using clustering and dimensionality reduction techniques, opening up new insights in your datasets.
Advanced Topics Venture into cutting-edge areas like deep learning, natural language processing, and time series analysis, equipping you with skills at the forefront of ML innovation.
Model Optimization and Evaluation
Practical Projects
Appendix
Why This Book Stands Out:
Bridges the gap between theory and practice with intuitive explanations and code examples
Focuses on real-world applications, preparing you for actual ML challenges in various industries
Provides a smooth learning curve, gradually building from foundational concepts to advanced techniques
Emphasizes hands-on learning with exercises and projects throughout the book
Covers the entire ML pipeline from data preprocessing to model deployment
Who Should Read This Book:
Aspiring data scientists and ML engineers looking to start their journey
Software developers aiming to add ML skills to their toolkit
Students and educators seeking a comprehensive ML resource
Professionals considering a career transition into data science or AI
Anyone curious about ML and its applications in today's world
What You'll Learn:
Essential Python libraries for ML (NumPy, Pandas, Scikit-learn, TensorFlow, PyTorch)
Data visualization techniques to gain insights from your datasets
How to build, train, and evaluate various ML models
Techniques for improving model performance and avoiding common pitfalls
Best practices for deploying ML models in production environments
Ethical considerations in ML and AI
By the end of this book, you'll have:
A solid understanding of ML concepts and their practical applications
The ability to implement ML solutions using Python
Experience with real-world ML projects
A portfolio of work to showcase your new skills
The confidence to tackle complex ML challenges in various domains
"Machine Learning with Python: A Comprehensive Guide" is more than just a book - it's your companion in the journey to becoming a proficient ML practitioner. Whether you're looking to enhance your career prospects, solve complex problems, or simply satisfy your curiosity about AI and ML, this book provides the knowledge and skills you need to succeed.
Start your ML journey today and unlock the power of intelligent algorithms with Python!

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