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[booksz]

Programming Puzzles: Python Edition: The Guide to Sharpen Your Coding Skills with Engaging and Challenging Puzzles by Matthew Whiteside
English | October 30, 2023 | ISBN: 9798865476078 | True PDF | 256 pages | 31.96 MB
In Programming Puzzles: Python Edition, industry expert software engineer with 10+ years Python coding and computer programming experience Matthew Whiteside provides you with everything that you need to learn Python programming skills, starting with the basics and initial Python downloads that you will need, and then launching into your Python learning adventure, with over 100 fun and educational Python puzzles, catering to beginners learning Python basics, as well as seasoned computer coders looking to take their skills to the next level!

In this informative and empowering Python programming book, you will find:
100+ Professionally Designed Python puzzles - Each puzzle is guaranteed to challenge a different area of your Python knowledge, broaden your knowledge, and gain confidence to tackle any Python tasks that come your way.Python Challenges and Fun Puzzles - Starting at beginner level and progressively getting harder, these puzzles are an ideal way to learn python, challenge your coding skills, use your imagination, and introduce you to Python libraries you have not discovered before.Written for Python 3 - Our puzzles use the most up-to-date versions and libraries for the optimal experience. This book is always kept up to date with any changes that could affect the puzzles.Expert Guidance - Benefit from hints and solutions provided for each puzzle. Overcome obstacles with field-tested guidance that will help you to turn frustration into revelation.Supporting Git Repository - Every puzzle in this book has a solution published on the git repository. This allows you to download the code and run it on your local machine.
Whether you are a student in the computer science field, or an experienced software engineer, Programming Puzzles: Python Edition will be instrumental in helping you to gain confidence, unlock the potential of Python, and accelerate your Python learning journey.

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[booksz]

Prompt Engineering For Gen AI: Master The Conversation With Artificial Intelligence
by Waqas Hassan, Waqas Aliemuddin, Eesha Naveed
English | December 17, 2024 | ASIN: B0DQCYCY5W | 194 pages | PDF | 69 Mb

This book will help you write prompts like a PRO.
Have you ever felt like AI is running the show while you're just trying to keep up?
The rise of Generative AI tools like ChatGPT, Copilot, Gemini, Claude, and Llama has opened doors to extraordinary opportunities but let's be honest, it's also brought its share of confusion and frustration.
Maybe you've tried using these tools, only to feel like you're missing something. Your prompts don't quite hit the mark, or the AI's responses leave you scratching your head.
If you've ever wondered, "Am I doing this right? Is it me or the AI?" you're not alone.
And this book was written with you in mind.
We understand the struggle because we've been there, too.
When the latest GPT model hit the market, we were hooked. The idea of an AI that could hold human-like conversations felt revolutionary.
Like many others, we began experimenting with typing in simple prompts just to see what it could do.
But what we discovered was life-changing: the real power of Generative AI lies in how you ask the questions.
What began as curiosity grew into a passion and then a mission.
We spent months fine-tuning our prompts, testing limits, and learning how to guide the AI to produce results that were not just accurate but impactful.
Along the way, we cracked the code for maximizing AI's capabilities and turned this knowledge into real-world applications.
From streamlining workflows to launching multiple businesses, we witnessed firsthand how prompt engineering could transform ideas into impact.
This book is the result of that journey.
In Prompt Engineering for Gen AI: Master the Conversation with Artificial Intelligence, we're sharing everything we've learned so you can bypass the trial-and-error phase, unlock AI's full potential, and use it to transform your career, creativity, and future.
Here's what you'll get inside:
Proven strategies to craft effective prompts that deliver outstanding results.
How to turn AI tools like ChatGPT, Gemini, Claude, Copilot, and Llama into productivity superpowers.
Actionable techniques to communicate more effectively with AI in just a few steps.
How to minimize errors and biases in AI responses (no more awkward or off-topic replies)
Advanced tips to take your prompt engineering skills to the next level.
Why This Book is Different
Most AI resources give you fragmented advice or overly technical explanations. This book? It's like having a friend sit down with you and patiently walk you through every step, from crafting your first prompt to mastering advanced techniques.
By the time you're done, you won't just use AI you'll collaborate with it to create value in your work, projects, and even entrepreneurial ventures.
What You'll Achieve
Master Prompt Crafting: Learn how to design precise, impactful prompts to get the exact results you need.
Think Like an Innovator: Discover how to turn AI's capabilities into opportunities for growth and success.
Save Time, Maximize Results: Streamline workflows and increase productivity while expanding your creativity.
Build Your Future: Leverage prompt engineering to open doors to new business ideas, career paths, and problem-solving solutions.
Your Future with AI Starts Here
Whether you're a beginner, an entrepreneur, a professional, or someone curious about AI's possibilities, this book will show you how to master the art of conversation with artificial intelligence and use it to transform your life and work.

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[booksz]

Proust, a Jewish Way (European Perspectives: A Series in Social Thought and Cultural Criticism) by Antoine Compagnon, translated by Jody Gladding
English | November 12, 2024 | ISBN: 0231211341, 023121135X | True EPUB | 312 pages | 46.8 MB
Marcel Proust once wrote, "There is no longer anybody, not even myself, since I cannot leave my bed, who will go along the Rue du Repos to visit the little Jewish cemetery where my grandfather, following a custom that he never understood, went for so many years to lay a stone on his parents' grave." Investigating the origin and significance of this statement, Antoine Compagnon offers new insight into the great author's underappreciated Jewish side.

Compagnon traces Proust's ties to the French Jewish community, examining his relations with his mother's successful and assimilated family, the Weils. He explores how French Jews read and responded to Proust's masterpiece In Search of Lost Time in the 1920s and 1930s. Challenging contemporary critics who perceive self-hatred or even antisemitism in Proust's work, Compagnon shows that many Jewish intellectuals and young Zionists admired and vigorously debated the novel, some seeing it as a source for pride in their Jewish identity. He also considers Proust's portrayal of homosexuality and how it relates to notions of Jewishness. A work of remarkable erudition and deep research, Proust, a Jewish Way brings to light the vanished world of Proust's first Jewish readers and shows how it can illuminate our reading of the great novelist today.

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[booksz]

Psychedelics and Mental Health: Neuroscience and the Power of Psychoactives in Therapy by Irene de Caso
English | December 17th, 2024 | ISBN: 9798888500002 | 336 pages | True EPUB | 10.77 MB
* Details how psychedelics alter our experience from a neurological perspective, including what neurons they interact with, their effects on cognitive and emotional processing, and why those effects can be therapeutic

* Looks at clinical results with LSD, psilocybin from magic mushrooms, and DMT from ayahuasca, as well as empathogens such as MDMA, found in ecstasy
* Provides an illustrated introduction to neuroscience and a vision for a new model of psychotherapy where psychedelics help bring lasting healing
Presenting a comprehensive guide to the new and evolving landscape of psychedelic-assisted mental health treatment, neuroscientist Irene de Caso takes you on a journey through the brain, revealing how psychedelics and empathogens, if taken in a safe and therapeutic environment, can lead to positive and lasting changes.
Providing an illustrated introduction to neuroscience and molecular actions in the body and brain, the author details how psychedelics alter our experience, including their effects on cognitive and emotional processing and how those effects can be therapeutic. She explores the wide body of evidence behind the psychedelic revolution in psychiatry and psychotherapy and looks at clinical studies on hallucinogens such as LSD, psilocybin from magic mushrooms, and DMT from ayahuasca as well as empathogens such as MDMA found in ecstasy. She reviews the efficacy of psychedelics in treating alcoholism and other addictions, post-traumatic stress disorder, social anxiety in autistic individuals, treatment-resistant depression, and other conditions, offering statistical comparisons to conventional antidepressants and mood-enhancing drugs. She also explores the psychedelic experience through neuroimaging and phenomenological experience, considering mystical states, synesthesia, and the therapeutic benefits of momentary ego-dissolution.
Laying the foundation for a new model of psychotherapy, de Caso shows how psychedelics can help break down our defense mechanisms, offer direct access to the subconscious, and provide a path to deeper, lasting healing.

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[booksz]

Psychologie in Studium und Beruf:
Welche Berufsfelder es zu entdecken gibt und was für eine erfüllte Karriere wichtig ist
Deutsch | 2024 | ISBN: 3662685078 | 491 Pages | PDF (True) | 7 MB

Dieses Buch nimmt Sie mit auf eine faszinierende Reise durch die vielfältigen Tätigkeitsfelder von Psycholog:innen. Dabei lernen Sie neben den etablierten Anwendungsgebieten wie klinische Psychologie und Wirtschaftspsychologie auch vermeintlich exotische Arbeitsfelder wie Polizei- oder Verkehrspsychologie oder Data Science kennen. Finden Sie für sich heraus, ob und für welche Tätigkeit in der Psychologie Ihr Herz schlägt und wie Sie diesen Wunsch verwirklichen können. Alle Kapitel sind von erfahrenen Expert:innen aus der Praxis verfasst. Sie vermitteln Ihnen einen sowohl authentischen als auch realistischen Einblick in den jeweiligen Berufsalltag und räumen auf mit gängigen Vorurteilen. Darüber hinaus eröffnen eingeflochtene Interviews mit praktisch tätigen Psycholog:innen und Expert:innen aus der Wissenschaft bereichernde Perspektiven. In dieser Neuauflage vonFaszination Psychologie - Berufsfelder und Karrierewege haben wir zudem exklusive Webinhalte ergänzt, wo Sie in spannenden Formaten weitere relevante Einblicke gewinnen können.

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[booksz]

Psychology 5e
by HOLT;, Andy Bremner, Michael Vliek, Ed Sutherland, Michael Passer, Ronald Smith
English | 2024 | ISBN: 1526849127 | 1063 pages | True PDF EPUB | 150.72 MB

The fifth edition of The Science of Mind and Behaviour continues to build on its strong biopsychosocial approach and balancing of classical and contemporary theory. The celebrated pedagogical design has been reinforced with additional pedagogical features and real world issues to offer an exciting and engaging introduction to the study of psychology.The fifth edition has been fully updated to reflect new developments in the field and the scientific approach brings together international research and practical application to encourage critical thinking about psychology and its impact on our societies and daily lives. Key features : Brand New! The Bigger Picture takes a step back and reflects on how a subject can be interpreted from different angles. Replacing the Levels of Analysis feature, the Bigger Picture explores not only the biological, psychological and environmental levels, but also cultural and developmental aspects as well. Brand New! Learning Goals and Review Questions encourage students to consider the core learnings of each chapter and critically assess their real world implications. New and Updated! Psychology at Work interviews from Psychologists in the field are now included in every chapter. They provide a glimpse into their day-to-day work and the career path they have taken since completing a psychology degree. Research Close Ups reflect new research and literature as well as updated critical thinking questions to encourage analysis and evaluation of the findings. Current issues and hot topics such as, Covid-19, fake news, workplace psychology, social media, prosociality and critical perspectives of positive psychology prompt debates on the questions facing psychologists today.Nigel Holt is Head of Department of Psychology at Aberystwyth University, WalesAndy Bremner is Professor of Developmental Psychology and Head of Education at the University of Birmingham, UKMichael Vliek is an affiliate of the University of Amsterdam, The Netherlands and lectures at the University of Leiden, GermanyEd Sutherland is an Associate Professor in Psychology and Director of Learning and Teaching at the University of Leeds, UKMichael W. Passer is an Associate Teaching Professor at the University of Washington, USARonald E. Smith is Professor Emeritus of Psychology at the University of Washington, USA

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[booksz]

Public Relations and the Rise of AI
English | 2025 | ISBN: 1032671327 | 280 Pages | PDF EPUB (True) | 4.2 MB
One of the main challenges PR educators, researchers, and practitioners face in the AI era is the potential for miscommunication or unintended consequences of using AI tools. This volume provides insights on how to mitigate these risks and ensure that PR strategies are aligned, offering practical guidance on maintaining trust and authenticity in PR practices. Readers will learn to leverage AI for enhanced communication strategies and real-time audience engagement while navigating the ethical and legal implications of AI in PR. Featuring contributions from leading scholars, the book includes case studies and examples of AI-driven PR practices, showcasing innovative approaches and lessons from well-known brands. It offers a global perspective on AI's impact on PR, with insights for practitioners and scholars worldwide.

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Daniel W. Byrne, "Publishing Your Medical Research"
English | ISBN: 1496353862 | 2016 | 364 pages | EPUB | 20 MB
Publishing Your Medical Research is the second edition of the award-winning book that provides practical information on how to write a publishable paper. This edition includes additional details to help medical researchers succeed in the competitive "publish or perish" world. Using a direct and highly informative style, it does more than help you write a paper; it presents the technical information, invaluable modern advice, and practical tips you need to get your paper accepted for publication. A singular source for the beginning and experienced researcher alike, Publishing Your Medical Research is a must for any physician, fellow, resident, medical scientist, graduate student, or biostatistician seeking to be published.

Praise for Publishing Your Medical Research
Read more

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[booksz]

Web Information Systems Engineering - WISE 2007: 8th International Conference on Web Information Systems Engineering Nancy, France, December 3-7, 2007 Proceedings By Junhu Wang, Jeffrey Xu Yu, Chengfei Liu (auth.), Boualem Benatallah, Fabio Casati, Dimitrios Georgakopoulos, Claudio Bartolini, Wasim Sadiq, Claude Godart (eds.)
2007 | 680 Pages | ISBN: 3540769927 | PDF | 24 MB
This book constitutes the proceedings of the 8th International Conference on Web Information Systems Engineering, WISE 2007, held in Nancy, France, in December 2007.The 40 revised full papers and 18 revised short papers presented were carefully reviewed and selected from about 200 submissions. The papers are organized in topical sections on querying, trust, caching and distribution, interfaces, events and information filtering, data extraction, transformation, and matching, ontologies, rewriting, routing, and personalisation, agents and mining, QOS and management, modeling, and topics.

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Maddie Eisenhart, "Wedding Hacks: 500+ Ways to Stick to Your Budget, Stay Stress-Free, and Plan the Best Wedding Ever!"
English | 2020 | pages: 256 | ISBN: 1507214057 | EPUB | 2,0 mb
Take control of your wedding planning (and budget) with over 500 easy hacks to help your wedding go as smoothly as possible-from preventing wardrobe malfunctions to making an adjustable seating chart.

Congratulations-you're engaged! But, now what? As you start to share the news with your family and friends, you might start feeling slightly stressed about the amount of planning you suddenly have to do. But wedding planning can actually be easier than you think!
With Wedding Hacks you'll find solutions to all your wedding planning worries and prevent any problems that you might not have seen coming. From finding cheaper prices online to dealing with difficult relatives, this book has everything you need to know to make your wedding day one you'll never forget (all while keeping your sanity intact)!

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What are NFTs?: A practical approach for absolute beginners by Prof. Stephen W. Bradeley BSc (Hons)
English | July 8, 2023 | ISBN: N/A | ASIN: B0CBHJ3NDW | 60 pages | EPUB | 0.54 Mb
A Step-by-Step Guide to Creating Your First NFT: Unleashing Your Digital Art Potential.

The world of digital art has experienced unprecedented growth in recent years, thanks to the rise of non-fungible tokens (NFTs). These unique digital assets are revolutionizing the way artists and collectors alike engage with digital creations. If you're looking to make your mark in this exciting new frontier, here's a step-by-step guide to creating your first NFT.
1.Create your digital masterpiece.
Before you can mint an NFT, you'll need a digital creation to transform into one. This could be anything from an illustration, photograph, or animation, to an audio track or even a short video. Using your favorite digital tools or software, craft your artwork with creativity and originality.
2.Choose an NFT platform.
Once you've completed your digital piece, you'll need to select an NFT platform to mint and sell your token. Some popular options include OpenSea, Rarible, Foundation, and SuperRare. These platforms may have different fees and requirements for minting NFTs, so take the time to research and choose the one that best aligns with your needs and preferences.
3.Set up a digital wallet.
To interact with blockchain technology and create an NFT, you'll need a digital wallet compatible with the platform you've chosen. MetaMask is a popular wallet that works with most platforms. Download the MetaMask browser extension, set up an account, and ensure you have enough Ethereum (ETH) - the cryptocurrency commonly used for NFT transactions - to cover any associated fees.
4.Mint your NFT.
Now it's time to turn your artwork into an NFT by 'minting' it onto the blockchain. Navigate to your chosen platform's user interface for creating a new item or collection. You'll typically be prompted to upload your artwork file and provide relevant details such as the title, description, and creator information. Take the time to fill these fields carefully, creating a compelling listing for potential buyers.
5.Set a price or auction type.
Once your NFT is minted, decide how to sell it to interested collectors. There are a few ways to do this, such as setting a fixed price, running an auction with a reserve (minimum) price, or listing it on an open marketplace where users can make offers. Evaluate the pricing strategy that aligns with your goals and consider factors like rarity, similar NFT sales data, and community interest.

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[booksz]

What We Won: America's Secret War in Afghanistan, 1979?89 by Bruce Riedel
English | July 28, 2014 | ISBN: 0815725957 | 209 pages | PDF | 2.23 Mb
In February 1989, the CIA's chief in Islamabad famously cabled headquarters a simple message: "We Won." It was an understated coda to the most successful covert intelligence operation in American history.

In What We Won, CIA and National Security Council veteran Bruce Riedel tells the story of America's secret war in Afghanistan and the defeat of the Soviet 40th Red Army in the war that proved to be the final battle of the cold war. He seeks to answer one simple questionwhy did this intelligence operation succeed so brilliantly?
Riedel has the vantage point few others can offer: He was ensconced in the CIA's Operations Center when the Soviet Union invaded Afghanistan on Christmas Eve 1979. The invasion took the intelligence community by surprise. But the response, initiated by Jimmy Carter and accelerated by Ronald Reagan, was a masterful intelligence enterprise.
Many books have been written about intelligence failuresfrom Pearl Harbor to 9/11. Much less has been written about how and why intelligence operations succeed. The answer is complex. It involves both the weaknesses and mistakes of America's enemies, as well as good judgment and strengths of the United States.
Riedel introduces and explores the complex personalities pitted in the warthe Afghan communists, the Russians, the Afghan mujahedin, the Saudis, and the Pakistanis. And then there are the Americansin this war, no Americans fought on the battlefield. The CIA did not send officers into Afghanistan to fight or even to train.
In 1989, victory for the American side of the cold war seemed complete. Now we can see that a new era was also beginning in the Afghan war in the 1980s, the era of the global jihad. This book examines the lessons we can learn from this intelligence operation for the future and makes some observations on what came next in Afghanistanand what is likely yet to come.

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White & Black Truffle Recipes: 100 Italian Truffle Recipes: A Journey Through Traditional Flavors
by Christian Mancini
English | December 15, 2024 | ASIN: B0DQLWL5KX | 218 pages | PDF | 33 Mb

This cookbook focuses on the culinary use of truffles, guiding you through a collection of Italian recipes to serve at your table. It is divided into three sections: Appetizers, Lunches, and Dinners.

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Whoosh Goes the Market: Algorithms, Automation, and Alienation
English | 2024 | ISBN: 0226833771 | 235 Pages | PDF (True) | 2 MB
Markets are messy, and no one knows this better than traders who work tirelessly to predict what they will do next. In Whoosh Goes the Market, Daniel Scott Souleles takes us into the day-to-day experiences of a team at a large trading firm, revealing what it's actually like to make and lose money on contemporary capital markets.

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Why This F-Word Matters: Stories to Help You Lead a Fulfilling and Successful Financial Life by Amit Suri
English | April 30, 2024 | ISBN: N/A | ASIN: B0D34HCGF5 | 214 pages | EPUB | 0.63 Mb
Do you sometimes feel overwhelmed by the thought of managing your personal financesand wish for an easier way to understand financial concepts?

Do you sometimes wish that you knew how to apply financial concepts to everyday life circumstances?
Do you lack a support systemthat can provide you with initial guidance on how to improve your personal financial life?
In this relatable and conversational book, Amit Suri uses fictional case studies to explain financial concepts and frameworks that you can use for your personal financial life.
In Why This F-Word Matters, you will learn about:
* Finance and the Personal Economic Machine: understand and create a process for your personal finances.
* Budgeting and Debt Management: learn the basics of budgeting and a strategy to manage debt.
* Finance and Personal Relationships: how relationships can be a force multiplier or value destructor for your personal financial life.
* The 3 D's of Death, Disease, and Divorce: how the 3 D's can impact your personal financial life.
* Snakes and Ladders: what a board game can teach you about leading a fulfilling financial life.
Why This F-Word Matters helps to improve your financial knowledge through a book.

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Wired for the Future: The Evolution of Electric Vehicles
by Mr mobile Mechanic
English | December 16, 2024 | ASIN: B0DPN25XGF | 43 pages | PDF | 18 Mb

Discover the fascinating journey of electric vehicles (EVs) in this comprehensive and engaging book that delves into the history, technological advancements, and future of EVs. From their humble beginnings in the 19th century to the rise of Tesla and the future of autonomous, electric cars, this book explores how electric mobility is shaping the future of transportation and our planet. Whether you're a car enthusiast, an environmental advocate, or simply curious about the rise of green technology, this book provides the ultimate insight into electric vehicles and their impact on the automotive industry and the environment.
Key Highlights:
* A thorough exploration of the history of electric cars, including the golden age of EVs in the early 1900s.
* Insight into the rise of hybrid vehicles, like the Toyota Prius, and their role in popularizing electric driving.
* A detailed look at Tesla Motors' revolutionary impact and how Elon Musk's vision made EVs a mainstream choice for drivers worldwide.
* The latest breakthroughs in EV technology, including advancements in battery technology, autonomous driving, and vehicle-to-grid (V2G) systems.
* A look at the environmental impact of electric cars and how they contribute to a low-carbon economy.
* The future of sustainable energy and the role of EVs in renewable energy storage, smart grids, and clean power systems.
Packed with insider knowledge, cutting-edge research, and real-world examples, this book will give you a deeper understanding of how electric vehicles are shaping the world of transportation. If you're passionate about electric cars, renewable energy, or sustainable technology, this book is a must-read.
With SEO-friendly keywords such as electric vehicles, sustainable mobility, green transportation, EV history, Tesla, and future of electric cars, this book is designed to rank high on search engines and reach readers who are interested in the exciting future of electric mobility and the automotive industry.

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[booksz]

H. Widdows, A. Emaldi Cirión, "Women's Reproductive Rights"
English | 2005 | pages: 258 | ISBN: 140394993X | PDF | 1,0 mb
Based on country reports and practical input from researchers and activists in the field, this book is an up-to-date account of the issues surrounding women's reproductive rights across Europe. The contributions provide astute theoretical analysis of existing problems and suggest innovative alternatives. The book brings together authors from academia, policy-making and international institutions to ensure comprehensive representation and thorough commentary of the issues.

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[booksz]

Reena Patel, "Working the Night Shift: Women in India's Call Center Industry"
English | 2010 | pages: 206 | ISBN: 0804769141 | PDF | 5,6 mb
Relatively high wages and the opportunity to be part of an upscale, globalized work environment draw many in India to the call center industry. At the same time, night shift employment presents women, in particular, with new challenges alongside the opportunities. This book explores how beliefs about what constitutes "women's work" are evolving in response to globalization.

Working the Night Shift is the first in-depth study of the transnational call center industry that is written from the point of view of women workers. It uncovers how call center employment affects their lives, mainly as it relates to the anxiety that Indian families and Indian society have towards women going out at night, earning a good salary, and being exposed to western culture. This timely account illustrates the ironic and, at times, unsettling experiences of women who enter the spaces and places made accessible through call center work.
Visit the author's website athttp://www.working-the-nightshift.comand Facebook group atwww.facebook.com/WorkingtheNightShift.

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[booksz]

LWW, "Wound Care Made Incredibly Visual "
English | ISBN: 1496398262 | 2018 | 336 pages | EPUB | 15 MB
Provide effective wound care with skill and confidence, with the expert direction and real-life images of the fully updated Wound Care Made Incredibly Visual!®, 3rd Edition.

Let this colorfully illustrated text guide you through the fundamental concepts, skills, and treatments needed for positive wound care outcomes, including the latest products and procedures. Prepare to succeed in both the classroom and on the unit the enjoyable Incredibly Visual ™ way, as clear explanations and plentiful images guide you through the vital steps of effective wound care.
Grasp the basic concepts, skills, phases, and complications of wound care ...
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[booksz]

XGBoost for Regression Predictive Modeling and Time Series Analysis: Learn how to build, evaluate, and deploy predictive models with expert guidance by Partha Pritam DekaJoyce Weiner
English | December 13th, 2024 | ISBN: 180512305X | 308 pages | True PDF | 9.98 MB
Master the art of predictive modeling with XGBoost and gain hands-on experience in building powerful regression, classification, and time series models using the XGBoost Python API

Key Features
* Get up and running with this quick-start guide to building a classifier using XGBoost
* Get an easy-to-follow, in-depth explanation of the XGBoost technical paper
* Leverage XGBoost for time series forecasting by using moving average, frequency, and window methods
Book Description
XGBoost offers a powerful solution for regression and time series analysis, enabling you to build accurate and efficient predictive models. In this book, the authors draw on their combined experience of 40+ years in the semiconductor industry to help you harness the full potential of XGBoost, from understanding its core concepts to implementing real-world applications. As you progress, you'll get to grips with the XGBoost algorithm, including its mathematical underpinnings and its advantages over other ensemble methods. You'll learn when to choose XGBoost over other predictive modeling techniques, and get hands-on guidance on implementing XGBoost using both the Python API and scikit-learn API. You'll also get to grips with essential techniques for time series data, including feature engineering, handling lag features, encoding techniques, and evaluating model performance. A unique aspect of this book is the chapter on model interpretability, where you'll use tools such as SHAP, LIME, ELI5, and Partial Dependence Descriptions (PDP) to understand your XGBoost models. Throughout the book, you'll work through several hands-on exercises and real-world datasets. By the end of this book, you'll not only be building accurate models but will also be able to deploy and maintain them effectively, ensuring your solutions deliver real-world impact.
Who is this book for?
This book is for data scientists, machine learning practitioners, analysts, and professionals interested in predictive modeling and time series analysis. Basic coding knowledge and familiarity with Python, GitHub, and other DevOps tools are required.
What you will learn
* Build a strong, intuitive understanding of the XGBoost algorithm and its benefits
* Implement XGBoost using the Python API for practical applications
* Evaluate model performance using appropriate metrics
* Deploy XGBoost models into production environments
* Handle complex datasets and extract valuable insights
* Gain practical experience in feature engineering, feature selection, and categorical encoding

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